{"id":"W4409348269","doi":"10.4018/979-8-3693-7625-6.ch002","title":"Secondary Drivers","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":[0.0007453365,0.0005786719,0.0002756612,0.001785749,0.001495879,0.003383978,0.0008217711,0.0008739466,0.1482014],"category_scores_gemma":[0.00186249,0.0002221656,0.0006413296,0.001681254,0.0004733552,0.002856305,0.002261864,0.001299659,0.03073712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002273599,"about_ca_system_score_gemma":0.002640097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007424805,"about_ca_topic_score_gemma":0.009629359,"domain_scores_codex":[0.9990886,0.000102395,0.00003946393,0.0001212014,0.0004286284,0.0002196368],"domain_scores_gemma":[0.9986381,0.0003311179,0.0001202923,0.00008101821,0.000577342,0.0002520909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009402455,0.000233955,0.02702633,0.001788609,0.00001817956,0.001150477,0.01369781,0.0003892379,0.002226924,0.303003,0.3395603,0.3108112],"study_design_scores_gemma":[0.000002339122,0.00002516624,0.005166524,0.0001599339,0.000002818527,0.0003009609,0.003276955,0.00008128908,0.0002523537,0.00306965,0.9876531,0.000008915781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04841855,0.003412989,0.006533011,0.005726824,0.002358753,0.000711415,0.005083699,0.0004397756,0.9273149],"genre_scores_gemma":[0.1425769,0.006350409,0.00183528,0.001794188,0.0004788573,0.0003897263,0.003840717,0.0002836784,0.8424503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1482014,"threshold_uncertainty_score":0.495783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008530426292979634,"score_gpt":0.2119290061430656,"score_spread":0.203398579850086,"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."}}