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1{2 "record_id": "11ddac3108d5fcc806866635ea2276160f2ca53d",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6  "title": "Coastal armoring and sinking property values: the case of seawalls in California",7  "year": 2020,8  "doi": "10.1007/s10018-020-00278-3",9  "country": "United States",10  "region_city": "San Diego County and Santa Cruz County, California (homes within 1,000 ft of the shoreline)",11  "sample_start": 1944,12  "sample_end": 1999,13  "property_type": "single_family",14  "price_type": "transaction",15  "data_source": "Heinz Center (2000) coastal erosion survey: owner-reported purchase price and characteristics from mail questionnaire, cross-referenced with county assessor records; field-measured elevation, beach width, erosion reference feature",16  "document_type": "journal",17  "estimators": [18   "OLS",19   "spatial_lag",20   "spatial_error",21   "SAC"22  ],23  "spatial_method": "spatial lag, spatial error and SARAR(1,1) ML models with inverse-distance weights (Santa Cruz only)",24  "time_fe": false,25  "location_fe": false,26  "se_type": "robust",27  "n_obs_total": 283,28  "ai_methods": [],29  "notes": "Log-log hedonic model (Eq. 4): ln(price) on ln of all continuous regressors plus dummies; authors state all coefficients are elasticities. Price = owner-reported purchase price (survey), deflated to 2014 US$; year of purchase 1944-1999 (price appreciation captured by 'Years since last transaction'). Robust SEs in parentheses; *, **, *** = 10, 5, 1%. Table 2: OLS, 3 specifications (all variables; reduced model dropping bedrooms/geotime/elevation/distance/beach width/post-FIRM; reduced model also dropping nourishment dummies) x 3 samples (combined, San Diego, Santa Cruz). Table 4: Santa Cruz only, spatial lag / spatial error / SARAR with the same 3 specifications. The San Diego county indicator (combined models) treated as a location dummy and not extracted; constants, lambda/rho not extracted. Elevation has negative minimum values in Table 1 although entered in logs per Eq. 4 (as printed)."30 },31 "models": [32  {33   "model_id": "T2-c1",34   "table": "2",35   "column": "1",36   "page": 9,37   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",38   "dep_transform": "log",39   "estimator": "OLS",40   "n_obs": 247,41   "r2": 0.557,42   "se_or_t_in_parentheses": "se",43   "sample_subset": "Combined; All variables; adj. R2 0.522"44  },45  {46   "model_id": "T2-c2",47   "table": "2",48   "column": "2",49   "page": 9,50   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",51   "dep_transform": "log",52   "estimator": "OLS",53   "n_obs": 130,54   "r2": 0.623,55   "se_or_t_in_parentheses": "se",56   "sample_subset": "San Diego; All variables; adj. R2 0.566"57  },58  {59   "model_id": "T2-c3",60   "table": "2",61   "column": "3",62   "page": 9,63   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",64   "dep_transform": "log",65   "estimator": "OLS",66   "n_obs": 117,67   "r2": 0.55,68   "se_or_t_in_parentheses": "se",69   "sample_subset": "Santa Cruz; All variables; adj. R2 0.473"70  },71  {72   "model_id": "T2-c4",73   "table": "2",74   "column": "4",75   "page": 9,76   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",77   "dep_transform": "log",78   "estimator": "OLS",79   "n_obs": 281,80   "r2": 0.516,81   "se_or_t_in_parentheses": "se",82   "sample_subset": "Combined; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); adj. R2 0.496"83  },84  {85   "model_id": "T2-c5",86   "table": "2",87   "column": "5",88   "page": 9,89   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",90   "dep_transform": "log",91   "estimator": "OLS",92   "n_obs": 130,93   "r2": 0.574,94   "se_or_t_in_parentheses": "se",95   "sample_subset": "San Diego; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); adj. R2 0.538"96  },97  {98   "model_id": "T2-c6",99   "table": "2",100   "column": "6",101   "page": 9,102   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",103   "dep_transform": "log",104   "estimator": "OLS",105   "n_obs": 151,106   "r2": 0.497,107   "se_or_t_in_parentheses": "se",108   "sample_subset": "Santa Cruz; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); adj. R2 0.461"109  },110  {111   "model_id": "T2-c7",112   "table": "2",113   "column": "7",114   "page": 9,115   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",116   "dep_transform": "log",117   "estimator": "OLS",118   "n_obs": 281,119   "r2": 0.513,120   "se_or_t_in_parentheses": "se",121   "sample_subset": "Combined; Reduced model 2 (also drops nourishment dummies); adj. R2 0.497"122  },123  {124   "model_id": "T2-c8",125   "table": "2",126   "column": "8",127   "page": 9,128   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",129   "dep_transform": "log",130   "estimator": "OLS",131   "n_obs": 130,132   "r2": 0.572,133   "se_or_t_in_parentheses": "se",134   "sample_subset": "San Diego; Reduced model 2 (also drops nourishment dummies); adj. R2 0.544"135  },136  {137   "model_id": "T2-c9",138   "table": "2",139   "column": "9",140   "page": 9,141   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",142   "dep_transform": "log",143   "estimator": "OLS",144   "n_obs": 151,145   "r2": 0.486,146   "se_or_t_in_parentheses": "se",147   "sample_subset": "Santa Cruz; Reduced model 2 (also drops nourishment dummies); adj. R2 0.457"148  },149  {150   "model_id": "T4-c1",151   "table": "4",152   "column": "Spatial lag model (1)",153   "page": 17,154   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",155   "dep_transform": "log",156   "estimator": "spatial_lag",157   "n_obs": 117,158   "r2": null,159   "se_or_t_in_parentheses": "se",160   "sample_subset": "Santa Cruz only; Spatial lag model; All variables; ML estimation, inverse-distance weights; log-likelihood -71.103"161  },162  {163   "model_id": "T4-c2",164   "table": "4",165   "column": "Spatial lag model (2)",166   "page": 17,167   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",168   "dep_transform": "log",169   "estimator": "spatial_lag",170   "n_obs": 151,171   "r2": null,172   "se_or_t_in_parentheses": "se",173   "sample_subset": "Santa Cruz only; Spatial lag model; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); ML estimation, inverse-distance weights; log-likelihood -106.39"174  },175  {176   "model_id": "T4-c3",177   "table": "4",178   "column": "Spatial lag model (3)",179   "page": 17,180   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",181   "dep_transform": "log",182   "estimator": "spatial_lag",183   "n_obs": 151,184   "r2": null,185   "se_or_t_in_parentheses": "se",186   "sample_subset": "Santa Cruz only; Spatial lag model; Reduced model 2 (also drops nourishment dummies); ML estimation, inverse-distance weights; log-likelihood -107.966"187  },188  {189   "model_id": "T4-c4",190   "table": "4",191   "column": "Spatial error model (1)",192   "page": 17,193   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",194   "dep_transform": "log",195   "estimator": "spatial_error",196   "n_obs": 117,197   "r2": null,198   "se_or_t_in_parentheses": "se",199   "sample_subset": "Santa Cruz only; Spatial error model; All variables; ML estimation, inverse-distance weights; log-likelihood -71.586"200  },201  {202   "model_id": "T4-c5",203   "table": "4",204   "column": "Spatial error model (2)",205   "page": 17,206   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",207   "dep_transform": "log",208   "estimator": "spatial_error",209   "n_obs": 151,210   "r2": null,211   "se_or_t_in_parentheses": "se",212   "sample_subset": "Santa Cruz only; Spatial error model; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); ML estimation, inverse-distance weights; log-likelihood -106.167"213  },214  {215   "model_id": "T4-c6",216   "table": "4",217   "column": "Spatial error model (3)",218   "page": 17,219   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",220   "dep_transform": "log",221   "estimator": "spatial_error",222   "n_obs": 151,223   "r2": null,224   "se_or_t_in_parentheses": "se",225   "sample_subset": "Santa Cruz only; Spatial error model; Reduced model 2 (also drops nourishment dummies); ML estimation, inverse-distance weights; log-likelihood -107.833"226  },227  {228   "model_id": "T4-c7",229   "table": "4",230   "column": "Spatial ARAR(1,1) model (1)",231   "page": 17,232   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",233   "dep_transform": "log",234   "estimator": "SAC",235   "n_obs": 117,236   "r2": null,237   "se_or_t_in_parentheses": "se",238   "sample_subset": "Santa Cruz only; Spatial ARAR(1,1) model; All variables; ML estimation, inverse-distance weights; log-likelihood -70.669"239  },240  {241   "model_id": "T4-c8",242   "table": "4",243   "column": "Spatial ARAR(1,1) model (2)",244   "page": 17,245   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",246   "dep_transform": "log",247   "estimator": "SAC",248   "n_obs": 151,249   "r2": null,250   "se_or_t_in_parentheses": "se",251   "sample_subset": "Santa Cruz only; Spatial ARAR(1,1) model; Reduced model (drops bedrooms, Geotime, elevation, distance to water, beach width, post-FIRM); ML estimation, inverse-distance weights; log-likelihood -105.846"252  },253  {254   "model_id": "T4-c9",255   "table": "4",256   "column": "Spatial ARAR(1,1) model (3)",257   "page": 17,258   "dep_var": "ln(property price), owner-reported purchase price in 2014 US$",259   "dep_transform": "log",260   "estimator": "SAC",261   "n_obs": 151,262   "r2": null,263   "se_or_t_in_parentheses": "se",264   "sample_subset": "Santa Cruz only; Spatial ARAR(1,1) model; Reduced model 2 (also drops nourishment dummies); ML estimation, inverse-distance weights; log-likelihood -107.458"265  }266 ],267 "coefficients": [268  {269   "model_id": "T2-c1",270   "var_name_printed": "Seawall (0−1)",271   "taxonomy_id": "other",272   "x_transform": "binary",273   "x_unit": "binary (property protected by seawall/armoring)",274   "beta": 0.099,275   "se": 0.13,276   "t": null,277   "p": null,278   "p_stars": "",279   "ci_lo": null,280   "ci_hi": null,281   "page": 9,282   "confidence": "high",283   "notes": ""284  },285  {286   "model_id": "T2-c2",287   "var_name_printed": "Seawall (0−1)",288   "taxonomy_id": "other",289   "x_transform": "binary",290   "x_unit": "binary (property protected by seawall/armoring)",291   "beta": 0.216,292   "se": 0.182,293   "t": null,294   "p": null,295   "p_stars": "",296   "ci_lo": null,297   "ci_hi": null,298   "page": 9,299   "confidence": "high",300   "notes": ""301  },302  {303   "model_id": "T2-c3",304   "var_name_printed": "Seawall (0−1)",305   "taxonomy_id": "other",306   "x_transform": "binary",307   "x_unit": "binary (property protected by seawall/armoring)",308   "beta": 0.1,309   "se": 0.206,310   "t": null,311   "p": null,312   "p_stars": "",313   "ci_lo": null,314   "ci_hi": null,315   "page": 9,316   "confidence": "high",317   "notes": ""318  },319  {320   "model_id": "T2-c4",321   "var_name_printed": "Seawall (0−1)",322   "taxonomy_id": "other",323   "x_transform": "binary",324   "x_unit": "binary (property protected by seawall/armoring)",325   "beta": 0.114,326   "se": 0.11,327   "t": null,328   "p": null,329   "p_stars": "",330   "ci_lo": null,331   "ci_hi": null,332   "page": 9,333   "confidence": "high",334   "notes": ""335  },336  {337   "model_id": "T2-c5",338   "var_name_printed": "Seawall (0−1)",339   "taxonomy_id": "other",340   "x_transform": "binary",341   "x_unit": "binary (property protected by seawall/armoring)",342   "beta": 0.223,343   "se": 0.159,344   "t": null,345   "p": null,346   "p_stars": "",347   "ci_lo": null,348   "ci_hi": null,349   "page": 9,350   "confidence": "high",351   "notes": ""352  },353  {354   "model_id": "T2-c6",355   "var_name_printed": "Seawall (0−1)",356   "taxonomy_id": "other",357   "x_transform": "binary",358   "x_unit": "binary (property protected by seawall/armoring)",359   "beta": 0.068,360   "se": 0.157,361   "t": null,362   "p": null,363   "p_stars": "",364   "ci_lo": null,365   "ci_hi": null,366   "page": 9,367   "confidence": "high",368   "notes": ""369  },370  {371   "model_id": "T2-c7",372   "var_name_printed": "Seawall (0−1)",373   "taxonomy_id": "other",374   "x_transform": "binary",375   "x_unit": "binary (property protected by seawall/armoring)",376   "beta": 0.079,377   "se": 0.107,378   "t": null,379   "p": null,380   "p_stars": "",381   "ci_lo": null,382   "ci_hi": null,383   "page": 9,384   "confidence": "high",385   "notes": ""386  },387  {388   "model_id": "T2-c8",389   "var_name_printed": "Seawall (0−1)",390   "taxonomy_id": "other",391   "x_transform": "binary",392   "x_unit": "binary (property protected by seawall/armoring)",393   "beta": 0.216,394   "se": 0.157,395   "t": null,396   "p": null,397   "p_stars": "",398   "ci_lo": null,399   "ci_hi": null,400   "page": 9,401   "confidence": "high",402   "notes": ""403  },404  {405   "model_id": "T2-c9",406   "var_name_printed": "Seawall (0−1)",407   "taxonomy_id": "other",408   "x_transform": "binary",409   "x_unit": "binary (property protected by seawall/armoring)",410   "beta": -0.007,411   "se": 0.146,412   "t": null,413   "p": null,414   "p_stars": "",415   "ci_lo": null,416   "ci_hi": null,417   "page": 9,418   "confidence": "high",419   "notes": ""420  },421  {422   "model_id": "T2-c1",423   "var_name_printed": "Percent seawalled (%)",424   "taxonomy_id": "other",425   "x_transform": "log",426   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",427   "beta": -0.08,428   "se": 0.03,429   "t": null,430   "p": null,431   "p_stars": "***",432   "ci_lo": null,433   "ci_hi": null,434   "page": 9,435   "confidence": "high",436   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"437  },438  {439   "model_id": "T2-c2",440   "var_name_printed": "Percent seawalled (%)",441   "taxonomy_id": "other",442   "x_transform": "log",443   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",444   "beta": -0.038,445   "se": 0.045,446   "t": null,447   "p": null,448   "p_stars": "",449   "ci_lo": null,450   "ci_hi": null,451   "page": 9,452   "confidence": "high",453   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"454  },455  {456   "model_id": "T2-c3",457   "var_name_printed": "Percent seawalled (%)",458   "taxonomy_id": "other",459   "x_transform": "log",460   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",461   "beta": -0.111,462   "se": 0.05,463   "t": null,464   "p": null,465   "p_stars": "**",466   "ci_lo": null,467   "ci_hi": null,468   "page": 9,469   "confidence": "high",470   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"471  },472  {473   "model_id": "T2-c4",474   "var_name_printed": "Percent seawalled (%)",475   "taxonomy_id": "other",476   "x_transform": "log",477   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",478   "beta": -0.091,479   "se": 0.024,480   "t": null,481   "p": null,482   "p_stars": "***",483   "ci_lo": null,484   "ci_hi": null,485   "page": 9,486   "confidence": "high",487   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"488  },489  {490   "model_id": "T2-c5",491   "var_name_printed": "Percent seawalled (%)",492   "taxonomy_id": "other",493   "x_transform": "log",494   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",495   "beta": -0.061,496   "se": 0.038,497   "t": null,498   "p": null,499   "p_stars": "",500   "ci_lo": null,501   "ci_hi": null,502   "page": 9,503   "confidence": "high",504   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"505  },506  {507   "model_id": "T2-c6",508   "var_name_printed": "Percent seawalled (%)",509   "taxonomy_id": "other",510   "x_transform": "log",511   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",512   "beta": -0.1,513   "se": 0.028,514   "t": null,515   "p": null,516   "p_stars": "***",517   "ci_lo": null,518   "ci_hi": null,519   "page": 9,520   "confidence": "high",521   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"522  },523  {524   "model_id": "T2-c7",525   "var_name_printed": "Percent seawalled (%)",526   "taxonomy_id": "other",527   "x_transform": "log",528   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",529   "beta": -0.088,530   "se": 0.024,531   "t": null,532   "p": null,533   "p_stars": "***",534   "ci_lo": null,535   "ci_hi": null,536   "page": 9,537   "confidence": "high",538   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"539  },540  {541   "model_id": "T2-c8",542   "var_name_printed": "Percent seawalled (%)",543   "taxonomy_id": "other",544   "x_transform": "log",545   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",546   "beta": -0.065,547   "se": 0.038,548   "t": null,549   "p": null,550   "p_stars": "*",551   "ci_lo": null,552   "ci_hi": null,553   "page": 9,554   "confidence": "high",555   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"556  },557  {558   "model_id": "T2-c9",559   "var_name_printed": "Percent seawalled (%)",560   "taxonomy_id": "other",561   "x_transform": "log",562   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",563   "beta": -0.094,564   "se": 0.028,565   "t": null,566   "p": null,567   "p_stars": "***",568   "ci_lo": null,569   "ci_hi": null,570   "page": 9,571   "confidence": "high",572   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"573  },574  {575   "model_id": "T2-c1",576   "var_name_printed": "House size (sq. ft.)",577   "taxonomy_id": "living_area",578   "x_transform": "log",579   "x_unit": "sqft",580   "beta": 0.516,581   "se": 0.113,582   "t": null,583   "p": null,584   "p_stars": "***",585   "ci_lo": null,586   "ci_hi": null,587   "page": 9,588   "confidence": "high",589   "notes": ""590  },591  {592   "model_id": "T2-c2",593   "var_name_printed": "House size (sq. ft.)",594   "taxonomy_id": "living_area",595   "x_transform": "log",596   "x_unit": "sqft",597   "beta": 0.498,598   "se": 0.125,599   "t": null,600   "p": null,601   "p_stars": "***",602   "ci_lo": null,603   "ci_hi": null,604   "page": 9,605   "confidence": "high",606   "notes": ""607  },608  {609   "model_id": "T2-c3",610   "var_name_printed": "House size (sq. ft.)",611   "taxonomy_id": "living_area",612   "x_transform": "log",613   "x_unit": "sqft",614   "beta": 0.523,615   "se": 0.163,616   "t": null,617   "p": null,618   "p_stars": "***",619   "ci_lo": null,620   "ci_hi": null,621   "page": 9,622   "confidence": "high",623   "notes": ""624  },625  {626   "model_id": "T2-c4",627   "var_name_printed": "House size (sq. ft.)",628   "taxonomy_id": "living_area",629   "x_transform": "log",630   "x_unit": "sqft",631   "beta": 0.496,632   "se": 0.089,633   "t": null,634 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"x_transform": "log",681   "x_unit": "sqft",682   "beta": 0.494,683   "se": 0.088,684   "t": null,685   "p": null,686   "p_stars": "***",687   "ci_lo": null,688   "ci_hi": null,689   "page": 9,690   "confidence": "high",691   "notes": ""692  },693  {694   "model_id": "T2-c8",695   "var_name_printed": "House size (sq. ft.)",696   "taxonomy_id": "living_area",697   "x_transform": "log",698   "x_unit": "sqft",699   "beta": 0.46,700   "se": 0.104,701   "t": null,702   "p": null,703   "p_stars": "***",704   "ci_lo": null,705   "ci_hi": null,706   "page": 9,707   "confidence": "high",708   "notes": ""709  },710  {711   "model_id": "T2-c9",712   "var_name_printed": "House size (sq. ft.)",713   "taxonomy_id": "living_area",714   "x_transform": "log",715   "x_unit": "sqft",716   "beta": 0.504,717   "se": 0.129,718   "t": null,719   "p": null,720   "p_stars": "***",721   "ci_lo": null,722   "ci_hi": null,723   "page": 9,724   "confidence": "high",725   "notes": ""726  },727  {728   "model_id": 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"T4-c6",2140   "var_name_printed": "Seawall (0−1)",2141   "taxonomy_id": "other",2142   "x_transform": "binary",2143   "x_unit": "binary (property protected by seawall/armoring)",2144   "beta": -0.011,2145   "se": 0.126,2146   "t": null,2147   "p": null,2148   "p_stars": "",2149   "ci_lo": null,2150   "ci_hi": null,2151   "page": 17,2152   "confidence": "high",2153   "notes": ""2154  },2155  {2156   "model_id": "T4-c7",2157   "var_name_printed": "Seawall (0−1)",2158   "taxonomy_id": "other",2159   "x_transform": "binary",2160   "x_unit": "binary (property protected by seawall/armoring)",2161   "beta": 0.084,2162   "se": 0.157,2163   "t": null,2164   "p": null,2165   "p_stars": "",2166   "ci_lo": null,2167   "ci_hi": null,2168   "page": 17,2169   "confidence": "high",2170   "notes": ""2171  },2172  {2173   "model_id": "T4-c8",2174   "var_name_printed": "Seawall (0−1)",2175   "taxonomy_id": "other",2176   "x_transform": "binary",2177   "x_unit": "binary (property protected by seawall/armoring)",2178   "beta": 0.046,2179   "se": 0.132,2180   "t": null,2181   "p": null,2182   "p_stars": "",2183   "ci_lo": null,2184   "ci_hi": null,2185   "page": 17,2186   "confidence": "high",2187   "notes": ""2188  },2189  {2190   "model_id": "T4-c9",2191   "var_name_printed": "Seawall (0−1)",2192   "taxonomy_id": "other",2193   "x_transform": "binary",2194   "x_unit": "binary (property protected by seawall/armoring)",2195   "beta": -0.026,2196   "se": 0.123,2197   "t": null,2198   "p": null,2199   "p_stars": "",2200   "ci_lo": null,2201   "ci_hi": null,2202   "page": 17,2203   "confidence": "high",2204   "notes": ""2205  },2206  {2207   "model_id": "T4-c1",2208   "var_name_printed": "Percent seawalled (%)",2209   "taxonomy_id": "other",2210   "x_transform": "log",2211   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2212   "beta": -0.098,2213   "se": 0.053,2214   "t": null,2215   "p": null,2216   "p_stars": "*",2217   "ci_lo": null,2218   "ci_hi": null,2219   "page": 17,2220   "confidence": "high",2221   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2222  },2223  {2224   "model_id": "T4-c2",2225   "var_name_printed": "Percent seawalled (%)",2226   "taxonomy_id": "other",2227   "x_transform": "log",2228   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2229   "beta": -0.1,2230   "se": 0.041,2231   "t": null,2232   "p": null,2233   "p_stars": "**",2234   "ci_lo": null,2235   "ci_hi": null,2236   "page": 17,2237   "confidence": "high",2238   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2239  },2240  {2241   "model_id": "T4-c3",2242   "var_name_printed": "Percent seawalled (%)",2243   "taxonomy_id": "other",2244   "x_transform": "log",2245   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2246   "beta": -0.093,2247   "se": 0.041,2248   "t": null,2249   "p": null,2250   "p_stars": "**",2251   "ci_lo": null,2252   "ci_hi": null,2253   "page": 17,2254   "confidence": "high",2255   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2256  },2257  {2258   "model_id": "T4-c4",2259   "var_name_printed": "Percent seawalled (%)",2260   "taxonomy_id": "other",2261   "x_transform": "log",2262   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2263   "beta": -0.112,2264   "se": 0.054,2265   "t": null,2266   "p": null,2267   "p_stars": "**",2268   "ci_lo": null,2269   "ci_hi": null,2270   "page": 17,2271   "confidence": "high",2272   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2273  },2274  {2275   "model_id": "T4-c5",2276   "var_name_printed": "Percent seawalled (%)",2277   "taxonomy_id": "other",2278   "x_transform": "log",2279   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2280   "beta": -0.1,2281   "se": 0.037,2282   "t": null,2283   "p": null,2284   "p_stars": "***",2285   "ci_lo": null,2286   "ci_hi": null,2287   "page": 17,2288   "confidence": "high",2289   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2290  },2291  {2292   "model_id": "T4-c6",2293   "var_name_printed": "Percent seawalled (%)",2294   "taxonomy_id": "other",2295   "x_transform": "log",2296   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2297   "beta": -0.094,2298   "se": 0.038,2299   "t": null,2300   "p": null,2301   "p_stars": "**",2302   "ci_lo": null,2303   "ci_hi": null,2304   "page": 17,2305   "confidence": "high",2306   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2307  },2308  {2309   "model_id": "T4-c7",2310   "var_name_printed": "Percent seawalled (%)",2311   "taxonomy_id": "other",2312   "x_transform": "log",2313   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2314   "beta": -0.081,2315   "se": 0.047,2316   "t": null,2317   "p": null,2318   "p_stars": "*",2319   "ci_lo": null,2320   "ci_hi": null,2321   "page": 17,2322   "confidence": "high",2323   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2324  },2325  {2326   "model_id": "T4-c8",2327   "var_name_printed": "Percent seawalled (%)",2328   "taxonomy_id": "other",2329   "x_transform": "log",2330   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2331   "beta": -0.09,2332   "se": 0.035,2333   "t": null,2334   "p": null,2335   "p_stars": "**",2336   "ci_lo": null,2337   "ci_hi": null,2338   "page": 17,2339   "confidence": "high",2340   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2341  },2342  {2343   "model_id": "T4-c9",2344   "var_name_printed": "Percent seawalled (%)",2345   "taxonomy_id": "other",2346   "x_transform": "log",2347   "x_unit": "share (% of waterfront structures in beach community with seawalls), log",2348   "beta": -0.084,2349   "se": 0.035,2350   "t": null,2351   "p": null,2352   "p_stars": "**",2353   "ci_lo": null,2354   "ci_hi": null,2355   "page": 17,2356   "confidence": "high",2357   "notes": "extent of coastal armoring in the beach community; log per Eq. 4"2358  },2359  {2360   "model_id": "T4-c1",2361   "var_name_printed": "House size (sq. ft.)",2362   "taxonomy_id": "living_area",2363   "x_transform": "log",2364   "x_unit": "sqft",2365   "beta": 0.496,2366   "se": 0.155,2367   "t": null,2368   "p": null,2369   "p_stars": "***",2370   "ci_lo": null,2371   "ci_hi": null,2372   "page": 17,2373   "confidence": "high",2374   "notes": ""2375  },2376  {2377   "model_id": "T4-c2",2378   "var_name_printed": "House size (sq. ft.)",2379   "taxonomy_id": "living_area",2380   "x_transform": "log",2381   "x_unit": "sqft",2382   "beta": 0.48,2383   "se": 0.117,2384   "t": null,2385   "p": null,2386   "p_stars": "***",2387   "ci_lo": null,2388   "ci_hi": null,2389   "page": 17,2390   "confidence": "high",2391   "notes": ""2392  },2393  {2394   "model_id": "T4-c3",2395   "var_name_printed": "House size (sq. ft.)",2396   "taxonomy_id": "living_area",2397   "x_transform": "log",2398   "x_unit": "sqft",2399   "beta": 0.502,2400   "se": 0.118,2401   "t": null,2402   "p": null,2403   "p_stars": "***",2404   "ci_lo": null,2405   "ci_hi": null,2406   "page": 17,2407   "confidence": "high",2408   "notes": ""2409  },2410  {2411   "model_id": "T4-c4",2412   "var_name_printed": "House size (sq. ft.)",2413   "taxonomy_id": "living_area",2414   "x_transform": "log",2415   "x_unit": "sqft",2416   "beta": 0.519,2417   "se": 0.155,2418   "t": null,2419   "p": null,2420   "p_stars": "***",2421   "ci_lo": null,2422   "ci_hi": null,2423   "page": 17,2424   "confidence": "high",2425   "notes": ""2426  },2427  {2428   "model_id": "T4-c5",2429   "var_name_printed": "House size (sq. ft.)",2430   "taxonomy_id": "living_area",2431   "x_transform": "log",2432   "x_unit": "sqft",2433   "beta": 0.484,2434   "se": 0.114,2435   "t": null,2436   "p": null,2437   "p_stars": "***",2438   "ci_lo": null,2439   "ci_hi": null,2440   "page": 17,2441   "confidence": "high",2442   "notes": ""2443  },2444  {2445   "model_id": "T4-c6",2446   "var_name_printed": "House size (sq. ft.)",2447   "taxonomy_id": "living_area",2448   "x_transform": "log",2449   "x_unit": "sqft",2450   "beta": 0.508,2451   "se": 0.115,2452   "t": null,2453   "p": null,2454   "p_stars": "***",2455   "ci_lo": null,2456   "ci_hi": null,2457   "page": 17,2458   "confidence": "high",2459   "notes": ""2460  },2461  {2462   "model_id": "T4-c7",2463   "var_name_printed": "House size (sq. ft.)",2464   "taxonomy_id": "living_area",2465   "x_transform": "log",2466   "x_unit": "sqft",2467   "beta": 0.472,2468   "se": 0.149,2469   "t": null,2470   "p": null,2471   "p_stars": "***",2472   "ci_lo": null,2473   "ci_hi": null,2474   "page": 17,2475   "confidence": "high",2476   "notes": ""2477  },2478  {2479   "model_id": "T4-c8",2480   "var_name_printed": "House size (sq. ft.)",2481   "taxonomy_id": "living_area",2482   "x_transform": "log",2483   "x_unit": "sqft",2484   "beta": 0.468,2485   "se": 0.112,2486   "t": null,2487   "p": null,2488   "p_stars": "***",2489   "ci_lo": null,2490   "ci_hi": null,2491   "page": 17,2492   "confidence": "high",2493   "notes": ""2494  },2495  {2496   "model_id": "T4-c9",2497   "var_name_printed": "House size (sq. ft.)",2498   "taxonomy_id": "living_area",2499   "x_transform": "log",2500   "x_unit": "sqft",2501   "beta": 0.489,2502   "se": 0.113,2503   "t": null,2504   "p": null,2505   "p_stars": "***",2506   "ci_lo": null,2507   "ci_hi": null,2508   "page": 17,2509   "confidence": "high",2510   "notes": ""2511  },2512  {2513   "model_id": "T4-c1",2514   "var_name_printed": "Lot size (sq. ft.)",2515   "taxonomy_id": "lot_size",2516   "x_transform": "log",2517   "x_unit": "sqft",2518   "beta": 0.056,2519   "se": 0.075,2520   "t": null,2521   "p": null,2522   "p_stars": "",2523   "ci_lo": null,2524   "ci_hi": null,2525   "page": 17,2526   "confidence": "high",2527   "notes": ""2528  },2529  {2530   "model_id": "T4-c2",2531   "var_name_printed": "Lot size (sq. ft.)",2532   "taxonomy_id": "lot_size",2533   "x_transform": "log",2534   "x_unit": "sqft",2535   "beta": 0.079,2536   "se": 0.06,2537   "t": null,2538   "p": null,2539   "p_stars": "",2540   "ci_lo": null,2541   "ci_hi": null,2542   "page": 17,2543   "confidence": "high",2544   "notes": ""2545  },2546  {2547   "model_id": "T4-c3",2548   "var_name_printed": "Lot size (sq. ft.)",2549   "taxonomy_id": "lot_size",2550   "x_transform": "log",2551   "x_unit": "sqft",2552   "beta": 0.076,2553   "se": 0.059,2554   "t": null,2555   "p": null,2556   "p_stars": "",2557   "ci_lo": null,2558   "ci_hi": null,2559   "page": 17,2560   "confidence": "high",2561   "notes": ""2562  },2563  {2564   "model_id": "T4-c4",2565   "var_name_printed": "Lot size (sq. ft.)",2566   "taxonomy_id": "lot_size",2567   "x_transform": 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{2615   "model_id": "T4-c7",2616   "var_name_printed": "Lot size (sq. ft.)",2617   "taxonomy_id": "lot_size",2618   "x_transform": "log",2619   "x_unit": "sqft",2620   "beta": 0.064,2621   "se": 0.07,2622   "t": null,2623   "p": null,2624   "p_stars": "",2625   "ci_lo": null,2626   "ci_hi": null,2627   "page": 17,2628   "confidence": "high",2629   "notes": ""2630  },2631  {2632   "model_id": "T4-c8",2633   "var_name_printed": "Lot size (sq. ft.)",2634   "taxonomy_id": "lot_size",2635   "x_transform": "log",2636   "x_unit": "sqft",2637   "beta": 0.064,2638   "se": 0.055,2639   "t": null,2640   "p": null,2641   "p_stars": "",2642   "ci_lo": null,2643   "ci_hi": null,2644   "page": 17,2645   "confidence": "high",2646   "notes": ""2647  },2648  {2649   "model_id": "T4-c9",2650   "var_name_printed": "Lot size (sq. ft.)",2651   "taxonomy_id": "lot_size",2652   "x_transform": "log",2653   "x_unit": "sqft",2654   "beta": 0.062,2655   "se": 0.055,2656   "t": null,2657   "p": null,2658   "p_stars": "",2659   "ci_lo": null,2660   "ci_hi": null,2661   "page": 17,2662   "confidence": "high",2663   "notes": ""2664  },2665  {2666   "model_id": "T4-c1",2667   "var_name_printed": "Years since last transaction",2668   "taxonomy_id": "transaction_timing",2669   "x_transform": "log",2670   "x_unit": "years (since purchase), log",2671   "beta": -0.379,2672   "se": 0.057,2673   "t": null,2674   "p": null,2675   "p_stars": "***",2676   "ci_lo": null,2677   "ci_hi": null,2678   "page": 17,2679   "confidence": "high",2680   "notes": "captures price appreciation since purchase year (survey-reported purchase price)"2681  },2682  {2683   "model_id": "T4-c2",2684   "var_name_printed": "Years since last transaction",2685   "taxonomy_id": "transaction_timing",2686   "x_transform": "log",2687   "x_unit": "years (since purchase), log",2688   "beta": -0.355,2689   "se": 0.053,2690   "t": null,2691   "p": null,2692   "p_stars": "***",2693   "ci_lo": null,2694   "ci_hi": null,2695   "page": 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