{"id":"W4311430857","doi":"10.1016/j.landurbplan.2022.104651","title":"Depression among middle-aged adults in Japan: The role of the built environment design","year":2022,"lang":"en","type":"article","venue":"Landscape and Urban Planning","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Walkability; Odds; Depressive symptoms; Neighbourhood (mathematics); Odds ratio; Poison control; Logistic regression; Injury prevention; Built environment; Depression (economics); Suicide prevention; Medicine; Demography; Cross-sectional study; Public health; Human factors and ergonomics; Occupational safety and health; Environmental health; Psychology; Psychiatry; Physical activity; Cognition; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006322779,0.00007112759,0.0001034009,0.00002558543,0.0007352621,0.00002157154,0.0002938443,0.00003555807,0.0001368534],"category_scores_gemma":[0.00001642126,0.00004285651,0.00003819616,0.0001429798,0.0001172906,0.00008538819,0.00008409821,0.0002101407,3.879701e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721653,"about_ca_system_score_gemma":0.00002195248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006389591,"about_ca_topic_score_gemma":0.0002469493,"domain_scores_codex":[0.9989604,0.0002476692,0.0001586096,0.0001711269,0.0002806695,0.0001815491],"domain_scores_gemma":[0.9995711,0.000135496,0.00009182894,0.0001632608,0.000004107597,0.00003423138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005517279,0.000031714,0.9696255,0.00000420845,0.000004271507,0.00000166964,0.02910613,0.0004274421,0.00009466225,0.00001840013,0.0001932757,0.0004375149],"study_design_scores_gemma":[0.0002688225,0.00001853233,0.9821866,0.00003712964,0.00001100697,2.258762e-7,0.01437073,0.0004914107,0.0001897435,0.0002489539,0.00210945,0.0000673793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949567,0.002759838,0.00001623612,0.00008106496,0.00005987545,0.0002556475,0.000006098839,0.00001127382,0.001853323],"genre_scores_gemma":[0.9995909,0.00001554762,0.00001785318,0.00003845369,0.00004505223,0.0000316786,0.000003823226,0.000004952238,0.0002516866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0147354,"threshold_uncertainty_score":0.5655116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731336352266248,"score_gpt":0.2244477130510123,"score_spread":0.2071343495283499,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}