{"id":"W1974185152","doi":"10.5993/ajhb.37.2.15","title":"Neighborhood Preference, Walkability and Walking in Overweight/Obese Men","year":2012,"lang":"en","type":"article","venue":"American Journal of Health Behavior","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Community College; University of British Columbia","funders":"National Cancer Institute","keywords":"Walkability; Overweight; Preference; Body mass index; Medicine; Obesity; Psychology; Environmental health; Physical activity; Physical therapy; Statistics; Mathematics; Internal medicine","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":[0.003359152,0.000112387,0.0004423204,0.0001248986,0.0002249307,0.00003062232,0.0002107129,0.00004229958,0.0001283949],"category_scores_gemma":[0.00008213276,0.00009331168,0.00006705829,0.0003987618,0.0004537904,0.0006887117,0.00001972683,0.0003391941,0.000001620266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002518638,"about_ca_system_score_gemma":0.0004859054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006340134,"about_ca_topic_score_gemma":0.001241329,"domain_scores_codex":[0.9976402,0.0005298561,0.0007165177,0.0001451315,0.0004103158,0.0005579701],"domain_scores_gemma":[0.9985772,0.0001262618,0.0006334673,0.0001351705,0.0000918517,0.0004360845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002091972,0.0002933597,0.8329358,0.000009762354,0.000002737623,0.00000237431,0.01008457,4.770414e-8,0.000008861924,0.0001264675,0.00003001294,0.1564851],"study_design_scores_gemma":[0.0002506133,0.0002170505,0.9922999,0.00003488036,0.000018405,0.000003465451,0.005544202,5.308448e-7,0.000006893942,0.0001951851,0.001333455,0.00009539041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960564,0.001225743,0.00003301493,0.001114632,0.0001982085,0.0002157487,0.000003823523,0.00001113739,0.001141238],"genre_scores_gemma":[0.9988191,0.0002600673,0.0005073319,0.0001939497,0.0001777833,0.000006863341,7.874373e-7,0.00000800099,0.0000260788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1593641,"threshold_uncertainty_score":0.9584428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087692175607523,"score_gpt":0.3568647863295266,"score_spread":0.3159878645734514,"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."}}