1{2 "record_id": "53d1b6d48e64b056e88ebabd287c3f06ec3b559d",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6 "title": "Comparing automated valuation models for real estate assessment in the Santiago Metropolitan Region: A study on machine learning algorithms and hedonic pricing with spatial adjustments",7 "year": 2025,8 "doi": "10.1371/journal.pone.0318701",9 "country": "Chile",10 "region_city": "Santiago Metropolitan Region",11 "sample_start": 2020,12 "sample_end": 2020,13 "property_type": "mixed",14 "price_type": "listing",15 "data_source": "Listings for sale scraped from three Chilean real estate websites by Coderhub SpA, August 2020 (52,039 properties after filtering; prices in UF)",16 "document_type": "journal",17 "estimators": [18 "OLS",19 "spatial_lag"20 ],21 "spatial_method": "SAR / spatial lag with k-nearest-neighbour weights (rho = 0.4271)",22 "time_fe": false,23 "location_fe": false,24 "se_type": "unknown",25 "n_obs_total": 52039,26 "ai_methods": [27 "LightGBM (DART) AVM",28 "SHAP / TreeSHAP",29 "CNN (DenseNet201) image classification into 16 photo-feature indicators",30 "Extended Isolation Forest outlier removal"31 ],32 "notes": "Table 8 (p. 20) prints non-standardized OLS and SAR coefficients with standard errors; only ** (p<0.01) is used as significance marker. Houses and apartments pooled (building_type dummy). Dependent variable ln(listing price in UF). Distances are minimum geodesic distances in km (Table 1). simce_4b = average SIMCE 4th-grade score of schools within 2 km. photo_x = CNN-derived binary indicator that the listing includes at least one photo of feature x (AI-derived, mapped to 'other'). n_obs for OLS/SAR not stated explicitly; assumed the full 52,039-property dataset (LightGBM results in Tables 3-6 are predictive performance / SHAP importance and were not extracted). Latitude/longitude not extracted. Several SEs print as 0.0000 (rounded)."33 },34 "models": [35 {36 "model_id": "T8-OLS",37 "table": "8",38 "column": "OLS",39 "page": 20,40 "dep_var": "ln(listing price, UF)",41 "dep_transform": "log",42 "estimator": "OLS",43 "n_obs": 52039,44 "r2": 0.8654,45 "se_or_t_in_parentheses": "se",46 "sample_subset": "Full filtered dataset (assumed); SE in separate column"47 },48 {49 "model_id": "T8-SAR",50 "table": "8",51 "column": "SAR",52 "page": 20,53 "dep_var": "ln(listing price, UF)",54 "dep_transform": "log",55 "estimator": "spatial_lag",56 "n_obs": 52039,57 "r2": 0.8774,58 "se_or_t_in_parentheses": "se",59 "sample_subset": "Full filtered dataset (assumed); KNN spatial weights; rho = 0.4271 (0.0080)"60 }61 ],62 "coefficients": [63 {64 "model_id": "T8-OLS",65 "var_name_printed": "bathrooms",66 "taxonomy_id": "bathrooms",67 "x_transform": "level",68 "x_unit": "count",69 "beta": 0.1798,70 "se": 0.0024,71 "t": null,72 "p": null,73 "p_stars": "**",74 "ci_lo": null,75 "ci_hi": null,76 "page": 20,77 "confidence": "high",78 "notes": ""79 },80 {81 "model_id": "T8-OLS",82 "var_name_printed": "bedrooms",83 "taxonomy_id": "bedrooms",84 "x_transform": "level",85 "x_unit": "count",86 "beta": 0.0814,87 "se": 0.0021,88 "t": null,89 "p": null,90 "p_stars": "**",91 "ci_lo": null,92 "ci_hi": null,93 "page": 20,94 "confidence": "high",95 "notes": ""96 },97 {98 "model_id": "T8-OLS",99 "var_name_printed": "building_type",100 "taxonomy_id": "dwelling_type",101 "x_transform": "dummy",102 "x_unit": "binary",103 "beta": 0.0874,104 "se": 0.0057,105 "t": null,106 "p": null,107 "p_stars": "**",108 "ci_lo": null,109 "ci_hi": null,110 "page": 20,111 "confidence": "high",112 "notes": "1 = house, 0 = apartment"113 },114 {115 "model_id": "T8-OLS",116 "var_name_printed": "seller_type",117 "taxonomy_id": "other",118 "x_transform": "dummy",119 "x_unit": "binary",120 "beta": -0.0662,121 "se": 0.0044,122 "t": null,123 "p": null,124 "p_stars": "**",125 "ci_lo": null,126 "ci_hi": null,127 "page": 20,128 "confidence": "high",129 "notes": "1 = seller is the owner, 0 = real estate agent; printed name 'seller_type'"130 },131 {132 "model_id": "T8-OLS",133 "var_name_printed": "total_surface",134 "taxonomy_id": "living_area",135 "x_transform": "level",136 "x_unit": "m2",137 "beta": 0.0008,138 "se": null,139 "t": null,140 "p": null,141 "p_stars": "**",142 "ci_lo": null,143 "ci_hi": null,144 "page": 20,145 "confidence": "high",146 "notes": "Total surface area of the property in m2; SE printed as 0.0000 (rounded to 4 decimals); not usable as printed"147 },148 {149 "model_id": "T8-OLS",150 "var_name_printed": "quality_municipality",151 "taxonomy_id": "public_services",152 "x_transform": "level",153 "x_unit": "index",154 "beta": 0.0273,155 "se": 0.0003,156 "t": null,157 "p": null,158 "p_stars": "**",159 "ci_lo": null,160 "ci_hi": null,161 "page": 20,162 "confidence": "high",163 "notes": "ICVU 2019 Urban Quality of Life Index of the municipality"164 },165 {166 "model_id": "T8-OLS",167 "var_name_printed": "parking_lots",168 "taxonomy_id": "parking",169 "x_transform": "level",170 "x_unit": "count",171 "beta": 0.0159,172 "se": 0.0013,173 "t": null,174 "p": null,175 "p_stars": "**",176 "ci_lo": null,177 "ci_hi": null,178 "page": 20,179 "confidence": "high",180 "notes": "Number of parking lots"181 },182 {183 "model_id": "T8-OLS",184 "var_name_printed": "swimpool",185 "taxonomy_id": "pool",186 "x_transform": "dummy",187 "x_unit": "binary",188 "beta": 0.0002,189 "se": 0.0034,190 "t": null,191 "p": null,192 "p_stars": "",193 "ci_lo": null,194 "ci_hi": null,195 "page": 20,196 "confidence": "high",197 "notes": ""198 },199 {200 "model_id": "T8-OLS",201 "var_name_printed": "terrace",202 "taxonomy_id": "terrace_balcony",203 "x_transform": "dummy",204 "x_unit": "binary",205 "beta": 0.0582,206 "se": 0.0032,207 "t": null,208 "p": null,209 "p_stars": "**",210 "ci_lo": null,211 "ci_hi": null,212 "page": 20,213 "confidence": "high",214 "notes": ""215 },216 {217 "model_id": "T8-OLS",218 "var_name_printed": "storage_units",219 "taxonomy_id": "storage",220 "x_transform": "level",221 "x_unit": "count",222 "beta": 0.0304,223 "se": 0.0016,224 "t": null,225 "p": null,226 "p_stars": "**",227 "ci_lo": null,228 "ci_hi": null,229 "page": 20,230 "confidence": "high",231 "notes": "Number of storage units"232 },233 {234 "model_id": "T8-OLS",235 "var_name_printed": "new_house",236 "taxonomy_id": "age",237 "x_transform": "dummy",238 "x_unit": "binary",239 "beta": 0.0753,240 "se": 0.0073,241 "t": null,242 "p": null,243 "p_stars": "**",244 "ci_lo": null,245 "ci_hi": null,246 "page": 20,247 "confidence": "high",248 "notes": "1 = new construction home"249 },250 {251 "model_id": "T8-OLS",252 "var_name_printed": "simce_4b",253 "taxonomy_id": "school_quality",254 "x_transform": "level",255 "x_unit": "score",256 "beta": 0.0082,257 "se": 0.0001,258 "t": null,259 "p": null,260 "p_stars": "**",261 "ci_lo": null,262 "ci_hi": null,263 "page": 20,264 "confidence": "high",265 "notes": "Average SIMCE 4th-grade score of schools within 2 km"266 },267 {268 "model_id": "T8-OLS",269 "var_name_printed": "nearby_schools_3km",270 "taxonomy_id": "school_distance",271 "x_transform": "level",272 "x_unit": "count",273 "beta": -0.0008,274 "se": null,275 "t": null,276 "p": null,277 "p_stars": "**",278 "ci_lo": null,279 "ci_hi": null,280 "page": 20,281 "confidence": "high",282 "notes": "Number of schools within 3 km (count, not distance); SE printed as 0.0000 (rounded to 4 decimals); not usable as printed"283 },284 {285 "model_id": "T8-OLS",286 "var_name_printed": "dist_subway",287 "taxonomy_id": "transit_distance",288 "x_transform": "level",289 "x_unit": "km",290 "beta": 0.0045,291 "se": 0.0011,292 "t": null,293 "p": null,294 "p_stars": "**",295 "ci_lo": null,296 "ci_hi": null,297 "page": 20,298 "confidence": "high",299 "notes": "Min geodesic distance to subway"300 },301 {302 "model_id": "T8-OLS",303 "var_name_printed": "dist_park",304 "taxonomy_id": "green_space",305 "x_transform": "level",306 "x_unit": "km",307 "beta": -0.0019,308 "se": 0.0017,309 "t": null,310 "p": null,311 "p_stars": "",312 "ci_lo": null,313 "ci_hi": null,314 "page": 20,315 "confidence": "high",316 "notes": "Min geodesic distance to park"317 },318 {319 "model_id": "T8-OLS",320 "var_name_printed": "dist_hospital",321 "taxonomy_id": "hospital_distance",322 "x_transform": "level",323 "x_unit": "km",324 "beta": 0.0038,325 "se": 0.001,326 "t": null,327 "p": null,328 "p_stars": "**",329 "ci_lo": null,330 "ci_hi": null,331 "page": 20,332 "confidence": "high",333 "notes": "Min geodesic distance to hospital or health clinic"334 },335 {336 "model_id": "T8-OLS",337 "var_name_printed": "dist_police",338 "taxonomy_id": "public_services",339 "x_transform": "level",340 "x_unit": "km",341 "beta": 0.0263,342 "se": 0.002,343 "t": null,344 "p": null,345 "p_stars": "**",346 "ci_lo": null,347 "ci_hi": null,348 "page": 20,349 "confidence": "high",350 "notes": "Min geodesic distance to police station"351 },352 {353 "model_id": "T8-OLS",354 "var_name_printed": "dist_university",355 "taxonomy_id": "university_distance",356 "x_transform": "level",357 "x_unit": "km",358 "beta": -0.0176,359 "se": 0.0013,360 "t": null,361 "p": null,362 "p_stars": "**",363 "ci_lo": null,364 "ci_hi": null,365 "page": 20,366 "confidence": "high",367 "notes": ""368 },369 {370 "model_id": "T8-OLS",371 "var_name_printed": "dist_mall",372 "taxonomy_id": "commercial_distance",373 "x_transform": "level",374 "x_unit": "km",375 "beta": -0.0039,376 "se": 0.0014,377 "t": null,378 "p": null,379 "p_stars": "**",380 "ci_lo": null,381 "ci_hi": null,382 "page": 20,383 "confidence": "high",384 "notes": "Min geodesic distance to mall"385 },386 {387 "model_id": "T8-OLS",388 "var_name_printed": "dist_penitentiary",389 "taxonomy_id": "hazard_site",390 "x_transform": "level",391 "x_unit": "km",392 "beta": -0.005,393 "se": 0.0006,394 "t": null,395 "p": null,396 "p_stars": "**",397 "ci_lo": null,398 "ci_hi": null,399 "page": 20,400 "confidence": "high",401 "notes": "Min geodesic distance to penitentiary"402 },403 {404 "model_id": "T8-OLS",405 "var_name_printed": "dist_industry",406 "taxonomy_id": "hazard_site",407 "x_transform": "level",408 "x_unit": "km",409 "beta": 0.0096,410 "se": 0.0009,411 "t": null,412 "p": null,413 "p_stars": "**",414 "ci_lo": null,415 "ci_hi": null,416 "page": 20,417 "confidence": "high",418 "notes": "Min geodesic distance to industry"419 },420 {421 "model_id": "T8-OLS",422 "var_name_printed": "dist_dump",423 "taxonomy_id": "hazard_site",424 "x_transform": "level",425 "x_unit": "km",426 "beta": 0.0019,427 "se": 0.0005,428 "t": null,429 "p": null,430 "p_stars": "**",431 "ci_lo": null,432 "ci_hi": null,433 "page": 20,434 "confidence": "high",435 "notes": "Min geodesic distance to dump"436 },437 {438 "model_id": "T8-OLS",439 "var_name_printed": "photo_bathroom",440 "taxonomy_id": "other",441 "x_transform": "dummy",442 "x_unit": "binary",443 "beta": -0.0506,444 "se": 0.0035,445 "t": null,446 "p": null,447 "p_stars": "**",448 "ci_lo": null,449 "ci_hi": null,450 "page": 20,451 "confidence": "high",452 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of bathroom; printed name 'photo_bathroom'"453 },454 {455 "model_id": "T8-OLS",456 "var_name_printed": "photo_bedroom",457 "taxonomy_id": "other",458 "x_transform": "dummy",459 "x_unit": "binary",460 "beta": -0.0015,461 "se": 0.0038,462 "t": null,463 "p": null,464 "p_stars": "",465 "ci_lo": null,466 "ci_hi": null,467 "page": 20,468 "confidence": "high",469 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of bedroom; printed name 'photo_bedroom'"470 },471 {472 "model_id": "T8-OLS",473 "var_name_printed": "photo_livingroom",474 "taxonomy_id": "other",475 "x_transform": "dummy",476 "x_unit": "binary",477 "beta": 0.0492,478 "se": 0.0039,479 "t": null,480 "p": null,481 "p_stars": "**",482 "ci_lo": null,483 "ci_hi": null,484 "page": 20,485 "confidence": "high",486 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of livingroom; printed name 'photo_livingroom'"487 },488 {489 "model_id": "T8-OLS",490 "var_name_printed": "photo_diningroom",491 "taxonomy_id": "other",492 "x_transform": "dummy",493 "x_unit": "binary",494 "beta": 0.0488,495 "se": 0.0032,496 "t": null,497 "p": null,498 "p_stars": "**",499 "ci_lo": null,500 "ci_hi": null,501 "page": 20,502 "confidence": "high",503 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of diningroom; printed name 'photo_diningroom'"504 },505 {506 "model_id": "T8-OLS",507 "var_name_printed": "photo_interior",508 "taxonomy_id": "other",509 "x_transform": "dummy",510 "x_unit": "binary",511 "beta": 0.0017,512 "se": 0.003,513 "t": null,514 "p": null,515 "p_stars": "",516 "ci_lo": null,517 "ci_hi": null,518 "page": 20,519 "confidence": "high",520 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of interior; printed name 'photo_interior'"521 },522 {523 "model_id": "T8-OLS",524 "var_name_printed": "photo_exterior",525 "taxonomy_id": "other",526 "x_transform": "dummy",527 "x_unit": "binary",528 "beta": -0.0011,529 "se": 0.0031,530 "t": null,531 "p": null,532 "p_stars": "",533 "ci_lo": null,534 "ci_hi": null,535 "page": 20,536 "confidence": "high",537 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of exterior; printed name 'photo_exterior'"538 },539 {540 "model_id": "T8-OLS",541 "var_name_printed": "photo_balcony",542 "taxonomy_id": "other",543 "x_transform": "dummy",544 "x_unit": "binary",545 "beta": 0.0249,546 "se": 0.003,547 "t": null,548 "p": null,549 "p_stars": "**",550 "ci_lo": null,551 "ci_hi": null,552 "page": 20,553 "confidence": "high",554 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of balcony; printed name 'photo_balcony'"555 },556 {557 "model_id": "T8-OLS",558 "var_name_printed": "photo_laundryroom",559 "taxonomy_id": "other",560 "x_transform": "dummy",561 "x_unit": "binary",562 "beta": -0.0326,563 "se": 0.0039,564 "t": null,565 "p": null,566 "p_stars": "**",567 "ci_lo": null,568 "ci_hi": null,569 "page": 20,570 "confidence": "high",571 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of laundryroom; printed name 'photo_laundryroom'"572 },573 {574 "model_id": "T8-OLS",575 "var_name_printed": "photo_floorplans",576 "taxonomy_id": "other",577 "x_transform": "dummy",578 "x_unit": "binary",579 "beta": 0.0445,580 "se": 0.0054,581 "t": null,582 "p": null,583 "p_stars": "**",584 "ci_lo": null,585 "ci_hi": null,586 "page": 20,587 "confidence": "high",588 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of floorplans; printed name 'photo_floorplans'"589 },590 {591 "model_id": "T8-OLS",592 "var_name_printed": "photo_swimpool",593 "taxonomy_id": "other",594 "x_transform": "dummy",595 "x_unit": "binary",596 "beta": -0.0092,597 "se": 0.0034,598 "t": null,599 "p": null,600 "p_stars": "**",601 "ci_lo": null,602 "ci_hi": null,603 "page": 20,604 "confidence": "high",605 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of swimpool; printed name 'photo_swimpool'"606 },607 {608 "model_id": "T8-SAR",609 "var_name_printed": "bathrooms",610 "taxonomy_id": "bathrooms",611 "x_transform": "level",612 "x_unit": "count",613 "beta": 0.1712,614 "se": 0.0023,615 "t": null,616 "p": null,617 "p_stars": "**",618 "ci_lo": null,619 "ci_hi": null,620 "page": 20,621 "confidence": "high",622 "notes": ""623 },624 {625 "model_id": "T8-SAR",626 "var_name_printed": "bedrooms",627 "taxonomy_id": "bedrooms",628 "x_transform": "level",629 "x_unit": "count",630 "beta": 0.0752,631 "se": 0.0021,632 "t": null,633 "p": null,634 "p_stars": "**",635 "ci_lo": null,636 "ci_hi": null,637 "page": 20,638 "confidence": "high",639 "notes": ""640 },641 {642 "model_id": "T8-SAR",643 "var_name_printed": "building_type",644 "taxonomy_id": "dwelling_type",645 "x_transform": "dummy",646 "x_unit": "binary",647 "beta": 0.0957,648 "se": 0.0055,649 "t": null,650 "p": null,651 "p_stars": "**",652 "ci_lo": null,653 "ci_hi": null,654 "page": 20,655 "confidence": "high",656 "notes": "1 = house, 0 = apartment"657 },658 {659 "model_id": "T8-SAR",660 "var_name_printed": "seller_type",661 "taxonomy_id": "other",662 "x_transform": "dummy",663 "x_unit": "binary",664 "beta": -0.0649,665 "se": 0.0043,666 "t": null,667 "p": null,668 "p_stars": "**",669 "ci_lo": null,670 "ci_hi": null,671 "page": 20,672 "confidence": "high",673 "notes": "1 = seller is the owner, 0 = real estate agent; printed name 'seller_type'"674 },675 {676 "model_id": "T8-SAR",677 "var_name_printed": "total_surface",678 "taxonomy_id": "living_area",679 "x_transform": "level",680 "x_unit": "m2",681 "beta": 0.0007,682 "se": null,683 "t": null,684 "p": null,685 "p_stars": "**",686 "ci_lo": null,687 "ci_hi": null,688 "page": 20,689 "confidence": "high",690 "notes": "Total surface area of the property in m2; SE printed as 0.0000 (rounded to 4 decimals); not usable as printed"691 },692 {693 "model_id": "T8-SAR",694 "var_name_printed": "quality_municipality",695 "taxonomy_id": "public_services",696 "x_transform": "level",697 "x_unit": "index",698 "beta": 0.0178,699 "se": 0.0003,700 "t": null,701 "p": null,702 "p_stars": "**",703 "ci_lo": null,704 "ci_hi": null,705 "page": 20,706 "confidence": "high",707 "notes": "ICVU 2019 Urban Quality of Life Index of the municipality"708 },709 {710 "model_id": "T8-SAR",711 "var_name_printed": "parking_lots",712 "taxonomy_id": "parking",713 "x_transform": "level",714 "x_unit": "count",715 "beta": 0.0139,716 "se": 0.0012,717 "t": null,718 "p": null,719 "p_stars": "**",720 "ci_lo": null,721 "ci_hi": null,722 "page": 20,723 "confidence": "high",724 "notes": "Number of parking lots"725 },726 {727 "model_id": "T8-SAR",728 "var_name_printed": "swimpool",729 "taxonomy_id": "pool",730 "x_transform": "dummy",731 "x_unit": "binary",732 "beta": 0.0021,733 "se": 0.0033,734 "t": null,735 "p": null,736 "p_stars": "",737 "ci_lo": null,738 "ci_hi": null,739 "page": 20,740 "confidence": "high",741 "notes": ""742 },743 {744 "model_id": "T8-SAR",745 "var_name_printed": "terrace",746 "taxonomy_id": "terrace_balcony",747 "x_transform": "dummy",748 "x_unit": "binary",749 "beta": 0.0465,750 "se": 0.0031,751 "t": null,752 "p": null,753 "p_stars": "**",754 "ci_lo": null,755 "ci_hi": null,756 "page": 20,757 "confidence": "high",758 "notes": ""759 },760 {761 "model_id": "T8-SAR",762 "var_name_printed": "storage_units",763 "taxonomy_id": "storage",764 "x_transform": "level",765 "x_unit": "count",766 "beta": 0.0289,767 "se": 0.0015,768 "t": null,769 "p": null,770 "p_stars": "**",771 "ci_lo": null,772 "ci_hi": null,773 "page": 20,774 "confidence": "high",775 "notes": "Number of storage units"776 },777 {778 "model_id": "T8-SAR",779 "var_name_printed": "new_house",780 "taxonomy_id": "age",781 "x_transform": "dummy",782 "x_unit": "binary",783 "beta": 0.0668,784 "se": 0.007,785 "t": null,786 "p": null,787 "p_stars": "**",788 "ci_lo": null,789 "ci_hi": null,790 "page": 20,791 "confidence": "high",792 "notes": "1 = new construction home"793 },794 {795 "model_id": "T8-SAR",796 "var_name_printed": "simce_4b",797 "taxonomy_id": "school_quality",798 "x_transform": "level",799 "x_unit": "score",800 "beta": 0.0036,801 "se": 0.0001,802 "t": null,803 "p": null,804 "p_stars": "**",805 "ci_lo": null,806 "ci_hi": null,807 "page": 20,808 "confidence": "high",809 "notes": "Average SIMCE 4th-grade score of schools within 2 km"810 },811 {812 "model_id": "T8-SAR",813 "var_name_printed": "nearby_schools_3km",814 "taxonomy_id": "school_distance",815 "x_transform": "level",816 "x_unit": "count",817 "beta": 0.0014,818 "se": null,819 "t": null,820 "p": null,821 "p_stars": "**",822 "ci_lo": null,823 "ci_hi": null,824 "page": 20,825 "confidence": "high",826 "notes": "Number of schools within 3 km (count, not distance); SE printed as 0.0000 (rounded to 4 decimals); not usable as printed"827 },828 {829 "model_id": "T8-SAR",830 "var_name_printed": "dist_subway",831 "taxonomy_id": "transit_distance",832 "x_transform": "level",833 "x_unit": "km",834 "beta": 0.0054,835 "se": 0.001,836 "t": null,837 "p": null,838 "p_stars": "**",839 "ci_lo": null,840 "ci_hi": null,841 "page": 20,842 "confidence": "high",843 "notes": "Min geodesic distance to subway"844 },845 {846 "model_id": "T8-SAR",847 "var_name_printed": "dist_park",848 "taxonomy_id": "green_space",849 "x_transform": "level",850 "x_unit": "km",851 "beta": 0.0087,852 "se": 0.0016,853 "t": null,854 "p": null,855 "p_stars": "**",856 "ci_lo": null,857 "ci_hi": null,858 "page": 20,859 "confidence": "high",860 "notes": "Min geodesic distance to park"861 },862 {863 "model_id": "T8-SAR",864 "var_name_printed": "dist_hospital",865 "taxonomy_id": "hospital_distance",866 "x_transform": "level",867 "x_unit": "km",868 "beta": -0.0084,869 "se": 0.0009,870 "t": null,871 "p": null,872 "p_stars": "**",873 "ci_lo": null,874 "ci_hi": null,875 "page": 20,876 "confidence": "high",877 "notes": "Min geodesic distance to hospital or health clinic"878 },879 {880 "model_id": "T8-SAR",881 "var_name_printed": "dist_police",882 "taxonomy_id": "public_services",883 "x_transform": "level",884 "x_unit": "km",885 "beta": 0.0194,886 "se": 0.0019,887 "t": null,888 "p": null,889 "p_stars": "**",890 "ci_lo": null,891 "ci_hi": null,892 "page": 20,893 "confidence": "high",894 "notes": "Min geodesic distance to police station"895 },896 {897 "model_id": "T8-SAR",898 "var_name_printed": "dist_university",899 "taxonomy_id": "university_distance",900 "x_transform": "level",901 "x_unit": "km",902 "beta": -0.0121,903 "se": 0.0011,904 "t": null,905 "p": null,906 "p_stars": "**",907 "ci_lo": null,908 "ci_hi": null,909 "page": 20,910 "confidence": "high",911 "notes": ""912 },913 {914 "model_id": "T8-SAR",915 "var_name_printed": "dist_mall",916 "taxonomy_id": "commercial_distance",917 "x_transform": "level",918 "x_unit": "km",919 "beta": 0.0052,920 "se": 0.0013,921 "t": null,922 "p": null,923 "p_stars": "**",924 "ci_lo": null,925 "ci_hi": null,926 "page": 20,927 "confidence": "high",928 "notes": "Min geodesic distance to mall"929 },930 {931 "model_id": "T8-SAR",932 "var_name_printed": "dist_penitentiary",933 "taxonomy_id": "hazard_site",934 "x_transform": "level",935 "x_unit": "km",936 "beta": -0.0035,937 "se": 0.0006,938 "t": null,939 "p": null,940 "p_stars": "**",941 "ci_lo": null,942 "ci_hi": null,943 "page": 20,944 "confidence": "high",945 "notes": "Min geodesic distance to penitentiary"946 },947 {948 "model_id": "T8-SAR",949 "var_name_printed": "dist_industry",950 "taxonomy_id": "hazard_site",951 "x_transform": "level",952 "x_unit": "km",953 "beta": -0.0006,954 "se": 0.0009,955 "t": null,956 "p": null,957 "p_stars": "",958 "ci_lo": null,959 "ci_hi": null,960 "page": 20,961 "confidence": "high",962 "notes": "Min geodesic distance to industry"963 },964 {965 "model_id": "T8-SAR",966 "var_name_printed": "dist_dump",967 "taxonomy_id": "hazard_site",968 "x_transform": "level",969 "x_unit": "km",970 "beta": -0.0045,971 "se": 0.0005,972 "t": null,973 "p": null,974 "p_stars": "**",975 "ci_lo": null,976 "ci_hi": null,977 "page": 20,978 "confidence": "high",979 "notes": "Min geodesic distance to dump"980 },981 {982 "model_id": "T8-SAR",983 "var_name_printed": "photo_bathroom",984 "taxonomy_id": "other",985 "x_transform": "dummy",986 "x_unit": "binary",987 "beta": -0.045,988 "se": 0.0034,989 "t": null,990 "p": null,991 "p_stars": "**",992 "ci_lo": null,993 "ci_hi": null,994 "page": 20,995 "confidence": "high",996 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of bathroom; printed name 'photo_bathroom'"997 },998 {999 "model_id": "T8-SAR",1000 "var_name_printed": "photo_bedroom",1001 "taxonomy_id": "other",1002 "x_transform": "dummy",1003 "x_unit": "binary",1004 "beta": -0.0015,1005 "se": 0.0037,1006 "t": null,1007 "p": null,1008 "p_stars": "",1009 "ci_lo": null,1010 "ci_hi": null,1011 "page": 20,1012 "confidence": "high",1013 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of bedroom; printed name 'photo_bedroom'"1014 },1015 {1016 "model_id": "T8-SAR",1017 "var_name_printed": "photo_livingroom",1018 "taxonomy_id": "other",1019 "x_transform": "dummy",1020 "x_unit": "binary",1021 "beta": 0.0438,1022 "se": 0.0037,1023 "t": null,1024 "p": null,1025 "p_stars": "**",1026 "ci_lo": null,1027 "ci_hi": null,1028 "page": 20,1029 "confidence": "high",1030 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of livingroom; printed name 'photo_livingroom'"1031 },1032 {1033 "model_id": "T8-SAR",1034 "var_name_printed": "photo_diningroom",1035 "taxonomy_id": "other",1036 "x_transform": "dummy",1037 "x_unit": "binary",1038 "beta": 0.0441,1039 "se": 0.003,1040 "t": null,1041 "p": null,1042 "p_stars": "**",1043 "ci_lo": null,1044 "ci_hi": null,1045 "page": 20,1046 "confidence": "high",1047 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of diningroom; printed name 'photo_diningroom'"1048 },1049 {1050 "model_id": "T8-SAR",1051 "var_name_printed": "photo_interior",1052 "taxonomy_id": "other",1053 "x_transform": "dummy",1054 "x_unit": "binary",1055 "beta": 0.0036,1056 "se": 0.0029,1057 "t": null,1058 "p": null,1059 "p_stars": "",1060 "ci_lo": null,1061 "ci_hi": null,1062 "page": 20,1063 "confidence": "high",1064 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of interior; printed name 'photo_interior'"1065 },1066 {1067 "model_id": "T8-SAR",1068 "var_name_printed": "photo_exterior",1069 "taxonomy_id": "other",1070 "x_transform": "dummy",1071 "x_unit": "binary",1072 "beta": -0.0004,1073 "se": 0.003,1074 "t": null,1075 "p": null,1076 "p_stars": "",1077 "ci_lo": null,1078 "ci_hi": null,1079 "page": 20,1080 "confidence": "high",1081 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of exterior; printed name 'photo_exterior'"1082 },1083 {1084 "model_id": "T8-SAR",1085 "var_name_printed": "photo_balcony",1086 "taxonomy_id": "other",1087 "x_transform": "dummy",1088 "x_unit": "binary",1089 "beta": 0.0209,1090 "se": 0.0029,1091 "t": null,1092 "p": null,1093 "p_stars": "**",1094 "ci_lo": null,1095 "ci_hi": null,1096 "page": 20,1097 "confidence": "high",1098 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of balcony; printed name 'photo_balcony'"1099 },1100 {1101 "model_id": "T8-SAR",1102 "var_name_printed": "photo_laundryroom",1103 "taxonomy_id": "other",1104 "x_transform": "dummy",1105 "x_unit": "binary",1106 "beta": -0.0249,1107 "se": 0.0037,1108 "t": null,1109 "p": null,1110 "p_stars": "**",1111 "ci_lo": null,1112 "ci_hi": null,1113 "page": 20,1114 "confidence": "high",1115 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of laundryroom; printed name 'photo_laundryroom'"1116 },1117 {1118 "model_id": "T8-SAR",1119 "var_name_printed": "photo_floorplans",1120 "taxonomy_id": "other",1121 "x_transform": "dummy",1122 "x_unit": "binary",1123 "beta": 0.0422,1124 "se": 0.0052,1125 "t": null,1126 "p": null,1127 "p_stars": "**",1128 "ci_lo": null,1129 "ci_hi": null,1130 "page": 20,1131 "confidence": "high",1132 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of floorplans; printed name 'photo_floorplans'"1133 },1134 {1135 "model_id": "T8-SAR",1136 "var_name_printed": "photo_swimpool",1137 "taxonomy_id": "other",1138 "x_transform": "dummy",1139 "x_unit": "binary",1140 "beta": -0.0115,1141 "se": 0.0032,1142 "t": null,1143 "p": null,1144 "p_stars": "**",1145 "ci_lo": null,1146 "ci_hi": null,1147 "page": 20,1148 "confidence": "high",1149 "notes": "AI-derived (CNN DenseNet201) indicator: listing includes at least one photo of swimpool; printed name 'photo_swimpool'"1150 }1151 ]1152}