{"id":"W4286715744","doi":"10.1007/978-3-031-00148-2_20","title":"The Future of Public Transit and Shared Mobility: Policy Actions and Research Options for COVID-19 Recovery","year":2022,"lang":"en","type":"book-chapter","venue":"Springer tracts on transportation and traffic","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Public transport; Business; Subsidy; Public policy; Public relations; Revenue; Political science; Finance; Engineering; Economic growth; Economics; Transport engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002994436,0.0005387386,0.0004948796,0.0008600521,0.001875719,0.0118059,0.001541504,0.006675024,0.0369175],"category_scores_gemma":[0.003982435,0.0002294113,0.0005076211,0.00231194,0.006474636,0.01758235,0.003989418,0.004370685,0.002444062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007284483,"about_ca_system_score_gemma":0.02285884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02176356,"about_ca_topic_score_gemma":0.04319791,"domain_scores_codex":[0.9986627,0.0005498655,0.00003197273,0.0001179456,0.0002368886,0.0004005984],"domain_scores_gemma":[0.998129,0.0007195013,0.0001396857,0.0001325991,0.0004485531,0.0004306769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002944497,0.00003736597,0.0002244012,0.000174824,0.000005977095,0.00003817045,0.0005715023,0.001009211,0.00005911673,0.8738388,0.07704683,0.0469644],"study_design_scores_gemma":[0.00001186376,0.00004059014,0.0006317938,0.0008457925,0.00001044929,0.00007025805,0.007139809,0.002269017,0.00009832266,0.5303691,0.458488,0.00002508437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009009247,0.07574102,0.008977856,0.5984804,0.004630439,0.00005235224,0.000454595,0.0001368646,0.3025171],"genre_scores_gemma":[0.5223392,0.1895234,0.01170117,0.04211059,0.004750222,0.000251876,0.0009026518,0.0001620646,0.2282588],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0369175,"threshold_uncertainty_score":0.1235014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056460196298493,"score_gpt":0.378399834436118,"score_spread":0.2727538148062687,"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."}}