{"id":"W4403039683","doi":"10.1016/j.jth.2024.101923","title":"Deciphering the character of public transport participation in subjective well-being: Evidence from Hangzhou, China","year":2024,"lang":"en","type":"article","venue":"Journal of Transport & Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"China; Character (mathematics); Political science; Geography; Economic geography; History; Law","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":[0.004823099,0.0001592858,0.0004879797,0.0001801866,0.0002161252,0.00004588622,0.0004542481,0.0001078326,0.0003296947],"category_scores_gemma":[0.0000534745,0.0001141489,0.0002819288,0.0007993256,0.000223912,0.001387757,0.000003369087,0.0005931339,0.000002872924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269454,"about_ca_system_score_gemma":0.001563201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01402102,"about_ca_topic_score_gemma":0.05013145,"domain_scores_codex":[0.9968822,0.000285359,0.001309755,0.0002552146,0.0008064014,0.0004610737],"domain_scores_gemma":[0.9986764,0.0002844283,0.0004587395,0.0001886053,0.0001490861,0.0002427655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009262467,0.0001425245,0.9126486,0.0001073838,0.00004312045,0.00004747078,0.07989746,0.00002913518,0.000113986,0.0002995572,0.0000127203,0.006565481],"study_design_scores_gemma":[0.0002064933,0.0001009632,0.9941169,0.0009326494,0.0000556901,9.324118e-7,0.001132933,0.00004116865,0.0001851689,0.001311412,0.001811221,0.0001044795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982425,0.003511682,0.002458753,0.01010883,0.0007194396,0.0003116037,0.00001449031,0.00002737446,0.0004227661],"genre_scores_gemma":[0.9976395,0.001582306,0.0001470345,0.0001337701,0.0004113804,0.000007664587,0.000007508649,0.00001727723,0.00005354117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08146835,"threshold_uncertainty_score":0.9925447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458544017398994,"score_gpt":0.3680721525009264,"score_spread":0.3134867123269365,"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."}}