{"id":"W4391567559","doi":"10.1080/15568318.2024.2308266","title":"Association between network characteristics and bicycle ridership across a large metropolitan region","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Transportation","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Health and Medical Research Council; Medical Research Council; UK Research and Innovation","keywords":"Metropolitan area; Association (psychology); Transport engineering; Geography; Econometrics; Environmental science; Engineering; Mathematics; Psychology","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":[0.002064821,0.0001035959,0.0001957217,0.0001423329,0.0002841876,0.0003569464,0.0002216146,0.0001289754,0.00006803462],"category_scores_gemma":[0.0001686073,0.0001014175,0.0001261601,0.0003180459,0.00007252585,0.001319394,0.000005175453,0.0002634356,0.000002080066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008952302,"about_ca_system_score_gemma":0.0002451017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008906011,"about_ca_topic_score_gemma":0.0009720901,"domain_scores_codex":[0.9980226,0.00008822225,0.0005538563,0.000155257,0.0007455729,0.0004344577],"domain_scores_gemma":[0.9982746,0.000223038,0.0003544656,0.00005001863,0.0009782003,0.0001197324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006111593,0.00003301069,0.9603263,0.000051929,0.0002483368,0.000257762,0.009434258,0.000006707806,0.00000627896,0.02694885,0.0006518067,0.001973667],"study_design_scores_gemma":[0.0003490483,0.00004763206,0.9221758,0.000110755,0.0001419622,8.620756e-7,0.01829885,0.00001752382,0.00002904285,0.01550497,0.04320019,0.0001234035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986701,0.0005719999,0.007237578,0.003875788,0.0008237761,0.0001300659,0.00004364633,0.00004404029,0.0005720797],"genre_scores_gemma":[0.9954668,0.0002345489,0.00008524153,0.00005572878,0.00187535,0.000002904062,0.00006151867,0.00001337449,0.002204544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04254838,"threshold_uncertainty_score":0.4135684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766350350820001,"score_gpt":0.3278347297850833,"score_spread":0.3101712262768833,"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."}}