{"id":"W4392914911","doi":"10.3390/su16062479","title":"Drivers of Driving: A Review","year":2024,"lang":"en","type":"review","venue":"Sustainability","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"HEC Montréal","keywords":"Sustainable transport; Diversity (politics); Perception; Public economics; Car ownership; Foundation (evidence); Business; Environmental economics; Sustainability; Risk analysis (engineering); Transport engineering; Psychology; Economics; Engineering; Political science; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001868308,0.001215393,0.002313542,0.007829627,0.0005570424,0.002112516,0.001106643,0.001315109,0.004801563],"category_scores_gemma":[0.006109213,0.0006301405,0.002304256,0.007767717,0.000448704,0.001861819,0.0009532488,0.001136447,0.0007180995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001520721,"about_ca_system_score_gemma":0.005812727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009422038,"about_ca_topic_score_gemma":0.01644319,"domain_scores_codex":[0.9988168,0.0002799048,0.0003618194,0.0001726521,0.0003048243,0.00006399105],"domain_scores_gemma":[0.9967085,0.002265695,0.0004086679,0.00004124004,0.0004993266,0.00007662089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000903324,0.00005916808,0.001378626,0.4325104,0.001154159,0.0001771781,0.0004336445,0.0002558911,0.0001748032,0.001462168,0.01775153,0.5445521],"study_design_scores_gemma":[0.00004333589,0.0002212149,0.01086551,0.4173881,0.007599741,0.00170517,0.001048777,0.000175204,0.0002239958,0.00150723,0.5591373,0.00008439298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001757928,0.9991998,0.00003881142,0.0001718498,0.0001030328,0.00001283134,0.00006138912,0.000002641828,0.0002338388],"genre_scores_gemma":[0.001016177,0.9987103,0.00005932632,0.00006121702,0.00003936705,0.00001225285,0.00004557609,6.403463e-7,0.00005513939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009422038,"threshold_uncertainty_score":0.0187344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03721935798970224,"score_gpt":0.4218374751679051,"score_spread":0.3846181171782029,"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."}}