{"id":"W2461347891","doi":"10.3390/ijerph13060611","title":"Walk Score, Transportation Mode Choice, and Walking Among French Adults: A GPS, Accelerometer, and Mobility Survey Study","year":2016,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Walkability; Global Positioning System; Mode choice; Odds; Logistic regression; Travel behavior; Accelerometer; Geography; Transport engineering; Psychology; Medicine; Computer science; Physical medicine and rehabilitation; Statistics; Physical activity; Public transport; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009723674,0.0003749949,0.0003674813,0.001126054,0.0003746092,0.000796859,0.0002830796,0.000542779,0.001506605],"category_scores_gemma":[0.00148282,0.0002180492,0.0009192611,0.001436317,0.0001892006,0.0004461263,0.0003821518,0.0003132414,0.0002914756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281973,"about_ca_system_score_gemma":0.0005700828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1463912,"about_ca_topic_score_gemma":0.1252168,"domain_scores_codex":[0.9994277,0.0001952195,0.00005558908,0.0001344961,0.00009319866,0.00009375349],"domain_scores_gemma":[0.9992322,0.0001068402,0.0002994789,0.00006262129,0.0001777187,0.0001212063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005558271,0.0000308809,0.9970723,0.00001757828,0.0001046522,0.00005240279,0.000207199,0.00003163934,0.00009040957,0.00001314667,0.0001853825,0.00213878],"study_design_scores_gemma":[0.000003401715,0.00006450671,0.999398,0.000005076251,0.00002319962,0.0000658442,0.0001419917,0.00007312699,0.00001175331,0.000003435052,0.0002068363,0.000002853099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978836,0.0004267374,0.0001872338,0.00006495426,0.000004010275,0.0000107099,0.001028206,0.000007996358,0.0003865173],"genre_scores_gemma":[0.9982523,0.0002685838,0.0001971359,0.00004753145,0.000009414373,0.00002297616,0.0008441787,0.000002489546,0.0003555059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1463912,"threshold_uncertainty_score":0.2910783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09424724286101363,"score_gpt":0.4048070971658155,"score_spread":0.3105598543048018,"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."}}