{"id":"W2924995287","doi":"10.1111/josh.12743","title":"Getting at Mode Share: Comparing 3 Methods of Travel Mode Measurement for School Travel Research","year":2019,"lang":"en","type":"article","venue":"Journal of School Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; British Columbia Centre of Excellence for Women's Health; Simon Fraser University; Vancouver Coastal Health","funders":"Michael Smith Health Research BC","keywords":"Observational study; Mode (computer interface); Data collection; Metric (unit); Observational methods in psychology; Mode choice; Psychology; Travel behavior; Medical education; Transport engineering; Medicine; Computer science; Statistics; Engineering; Mathematics; Operations management; Public transport","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1150641,0.001433993,0.001577482,0.005785211,0.001255487,0.003853767,0.002525066,0.001863721,0.003098854],"category_scores_gemma":[0.2349294,0.001352929,0.004484798,0.005999007,0.001537849,0.005138536,0.004726457,0.001800063,0.0006030282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002991028,"about_ca_system_score_gemma":0.003114589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063176,"about_ca_topic_score_gemma":0.01877069,"domain_scores_codex":[0.7618214,0.1924306,0.01410272,0.007392823,0.02276601,0.00148635],"domain_scores_gemma":[0.7067957,0.2179027,0.03085753,0.01777967,0.02495804,0.001706364],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00673879,0.001145853,0.6959274,0.006289439,0.009747101,0.00004348345,0.01074588,0.002562645,0.0009640644,0.002928195,0.003667081,0.2592401],"study_design_scores_gemma":[0.001628442,0.01119687,0.9267448,0.003930886,0.005016221,0.0003113755,0.01024347,0.01896998,0.00244133,0.006108532,0.01284967,0.000558287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7509677,0.0123469,0.1931047,0.002213611,0.0009547619,0.01516139,0.008302551,0.0006608187,0.01628757],"genre_scores_gemma":[0.7764626,0.003618663,0.1855729,0.0008795129,0.0003160216,0.02751108,0.003593445,0.0003625801,0.001683156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8849359,"threshold_uncertainty_score":0.6085246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3462723699115801,"score_gpt":0.5271076026993715,"score_spread":0.1808352327877914,"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."}}