{"id":"W4405417331","doi":"10.24294/jipd9960","title":"Effects of road users’ education programmes on driving behaviour in Nigeria","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Likert scale; Transport engineering; Exploratory factor analysis; Constraint (computer-aided design); Road traffic safety; Road traffic; Scale (ratio); Aggressive driving; Business; Engineering; Human factors and ergonomics; Applied psychology; Psychology; Poison control; Marketing; Geography; Environmental health; Medicine; Service (business)","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":[0.0006387049,0.0001334372,0.000181051,0.0003232441,0.0004878501,0.0004854364,0.0001862187,0.0003206267,0.001699311],"category_scores_gemma":[0.002503928,0.0001370622,0.0002741895,0.000303613,0.0002884342,0.0002761574,0.0004643766,0.0005442766,0.000137793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006479004,"about_ca_system_score_gemma":0.001121452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01790645,"about_ca_topic_score_gemma":0.03675355,"domain_scores_codex":[0.999378,0.0002703827,0.00003586428,0.00002903544,0.00008023558,0.0002065711],"domain_scores_gemma":[0.998061,0.0006914727,0.0004371369,0.00004029239,0.0001575985,0.0006124911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001031936,0.008517539,0.8840281,0.0004299093,0.0001037128,0.0009184243,0.009675064,0.0003380314,0.001674441,0.0004209011,0.0006102774,0.09225176],"study_design_scores_gemma":[0.00002297075,0.001583615,0.9908544,0.0001032747,0.00004205415,0.00008069797,0.005975325,0.0001045796,0.0002913607,0.00003743514,0.0008964055,0.000007981302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989915,0.0001359019,0.000008248615,0.00009750051,0.000005239444,0.000009127006,0.00001466378,9.367656e-7,0.0007369182],"genre_scores_gemma":[0.9992909,0.0002221667,0.00003143811,0.00003399776,0.000003367094,0.000008866351,0.00001222753,3.544538e-7,0.0003966113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01790645,"threshold_uncertainty_score":0.03560448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003019864357777182,"score_gpt":0.2345295865047226,"score_spread":0.2315097221469454,"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."}}