{"id":"W4392345021","doi":"10.1016/j.envint.2024.108541","title":"The ABC of mobility","year":2024,"lang":"en","type":"article","venue":"Environment International","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Klimaschutz, Umwelt, Energie, Mobilität, Innovation und Technologie","keywords":"Public transport; Car ownership; Modal shift; Economic geography; Sustainable transport; Geography; Private transport; Passenger transport; Business; Regional science; Demographic economics; Economic growth; Transport engineering; Sustainability; Economics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000644686,0.0006452454,0.0005346356,0.00183215,0.0009316301,0.004464824,0.001172201,0.00151518,0.01734158],"category_scores_gemma":[0.005378764,0.0003318951,0.001045939,0.004473229,0.002749407,0.005069583,0.002791783,0.00177014,0.002738933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002698499,"about_ca_system_score_gemma":0.00171893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05113932,"about_ca_topic_score_gemma":0.02194235,"domain_scores_codex":[0.9987085,0.0004800894,0.00007499865,0.0002714496,0.0002677427,0.000197232],"domain_scores_gemma":[0.9986923,0.0003232771,0.0002279663,0.0001906609,0.0003758769,0.0001899578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006480242,0.00004294263,0.04096085,0.0001646203,0.00009415632,0.0002174249,0.001021695,0.05966422,0.0002094005,0.8339578,0.02271712,0.0408849],"study_design_scores_gemma":[0.00004420199,0.0001778409,0.05004681,0.0003372215,0.000102337,0.0008082436,0.003446101,0.1537153,0.0002208548,0.4260207,0.3649858,0.00009453863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2342266,0.007951658,0.2056856,0.02198846,0.00143226,0.0005286633,0.0127592,0.0009643182,0.5144632],"genre_scores_gemma":[0.9453394,0.003231616,0.01334362,0.0004640503,0.0002295299,0.0003231489,0.002046209,0.0001024913,0.03491993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05113932,"threshold_uncertainty_score":0.1016833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348604425665439,"score_gpt":0.291771870166661,"score_spread":0.2782858259100066,"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."}}