{"id":"W1643362493","doi":"10.17226/22675","title":"Transforming Public Transportation Institutional and Business Models","year":2012,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Business model; Marketing","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":[0.005087144,0.0005553142,0.0002644193,0.0023688,0.004159443,0.01442813,0.002704227,0.001443759,0.005754323],"category_scores_gemma":[0.007175673,0.0004488415,0.0005703594,0.003136457,0.01025712,0.01013955,0.006695825,0.002453612,0.001182605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02947457,"about_ca_system_score_gemma":0.02994132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08483274,"about_ca_topic_score_gemma":0.08616216,"domain_scores_codex":[0.9933366,0.002975678,0.0001850163,0.0004698014,0.001867636,0.001165371],"domain_scores_gemma":[0.9949871,0.0008552945,0.0004169157,0.00106528,0.001861083,0.0008142045],"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":[0.00002732381,0.0001858936,0.004700765,0.00007839913,0.0000158672,0.000286621,0.0123093,0.0113449,0.0004388536,0.9120483,0.009363586,0.04920022],"study_design_scores_gemma":[0.00003589595,0.0002081779,0.003815945,0.0003857037,0.00003614048,0.0005194711,0.1102445,0.02744785,0.001092051,0.2101403,0.6459615,0.0001125081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.208458,0.0008805222,0.1853904,0.03081978,0.0004337614,0.0007724345,0.0004678865,0.001173651,0.5716035],"genre_scores_gemma":[0.9394526,0.001008995,0.02648835,0.0005420145,0.00006138124,0.0002780844,0.0002594473,0.0001401381,0.03176893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08483274,"threshold_uncertainty_score":0.213854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2747619055803158,"score_gpt":0.3988769698404856,"score_spread":0.1241150642601698,"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."}}