{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005627404,0.00009558429,0.000191212,0.0002358457,0.0003220607,0.0001824642,0.0002911084,0.00005530653,0.0001732303],"category_scores_gemma":[0.0003916244,0.00006828883,0.00002934758,0.000123485,0.0007148161,0.001205063,0.00003816872,0.0002628191,6.413914e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278567,"about_ca_system_score_gemma":0.0002316225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0199936,"about_ca_topic_score_gemma":0.04950203,"domain_scores_codex":[0.9969881,0.0006284709,0.00049368,0.0002724739,0.00124802,0.0003692361],"domain_scores_gemma":[0.9983752,0.0006227893,0.0002085274,0.00008661595,0.0001490741,0.000557731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005851677,0.0006830082,0.8961943,0.00000739394,0.00003591299,0.000005759129,0.00349931,4.093465e-8,0.00003294319,0.00002029817,0.0000236252,0.09943887],"study_design_scores_gemma":[0.001086172,0.0004330724,0.9951343,0.00005754363,0.000002047933,0.000001061636,0.002195146,0.00000415049,0.000004521029,0.0004913037,0.0005252837,0.00006537783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997081,0.0005794154,0.00007985011,0.001615254,0.0001008283,0.0003213505,0.0001671526,0.000005005306,0.00005014396],"genre_scores_gemma":[0.9970437,0.002647264,0.00004023287,0.00003890029,0.0001260148,0.000007099777,0.00001347898,0.000006608323,0.000076642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09937349,"threshold_uncertainty_score":0.9865323,"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."}}