{"id":"W1539349113","doi":"","title":"Canadian Guide to In-Service Road Safety Reviews","year":2004,"lang":"en","type":"article","venue":"","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Engineering; Service (business); Business; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002353308,0.001607123,0.001301047,0.01449737,0.002706149,0.003832999,0.003171781,0.001940971,0.3243314],"category_scores_gemma":[0.008782239,0.0009843202,0.000860721,0.02227918,0.0005886111,0.002627332,0.001230744,0.001979352,0.1842701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01412412,"about_ca_system_score_gemma":0.06754512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6843566,"about_ca_topic_score_gemma":0.8220736,"domain_scores_codex":[0.9967777,0.0001943301,0.0002711825,0.0001828629,0.002326434,0.0002474673],"domain_scores_gemma":[0.9849586,0.0007658091,0.0002486294,0.0003275257,0.01306087,0.0006384323],"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":[0.000004871338,0.000009180199,0.00007710965,0.0003375444,0.000002173384,0.00001529008,0.00004035153,0.00006962703,0.00005416542,0.001293619,0.951511,0.04658499],"study_design_scores_gemma":[0.000001558778,0.000002114122,0.000393437,0.0001825274,0.000001865903,0.00001287801,0.00003005666,0.00002208243,0.00001975381,0.0001738029,0.999155,0.000004884549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004736342,0.05125945,0.006047873,0.01236023,0.005605714,0.001063295,0.1168213,0.003474959,0.8028936],"genre_scores_gemma":[0.002659888,0.0602085,0.009554442,0.003147965,0.0005100053,0.000545627,0.04781778,0.0008717232,0.8746842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3243314,"threshold_uncertainty_score":0.9637592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008225840103847455,"score_gpt":0.229525358716293,"score_spread":0.2212995186124455,"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."}}