{"id":"W7115811987","doi":"","title":"SAFETY ASSESSMENT OF DIFFERENT BIKE INFRASTRUCTURE TYPES","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intersection (aeronautics); Poison control; Level crossing; Roundabout; Bayesian probability; Cycling","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":[0.001045475,0.0007377818,0.0005766738,0.002423277,0.0007418172,0.001391036,0.001166917,0.0006259138,0.00183159],"category_scores_gemma":[0.003234505,0.0004674619,0.0009429186,0.001427479,0.0005652296,0.001299724,0.001292268,0.0004071254,0.0003538003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00260297,"about_ca_system_score_gemma":0.002002676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06293586,"about_ca_topic_score_gemma":0.1428534,"domain_scores_codex":[0.9984643,0.0003270639,0.00008935786,0.0003344,0.0005631765,0.0002215561],"domain_scores_gemma":[0.997685,0.000485581,0.0005135832,0.0001916175,0.0009902025,0.0001340175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001480421,0.0005095564,0.7792675,0.0004743877,0.0004801035,0.0001522701,0.001303195,0.08790709,0.01667676,0.001011822,0.000386883,0.1103499],"study_design_scores_gemma":[0.00003569569,0.003581107,0.9198893,0.0001250148,0.0003224148,0.0001950388,0.002821535,0.05884172,0.01093988,0.0007153825,0.002422068,0.0001108773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943635,0.0001453665,0.00343718,0.00001789331,0.000003944687,0.00005945792,0.0002873192,0.00003776918,0.001647545],"genre_scores_gemma":[0.9933242,0.0002626647,0.004336942,0.00001388593,0.000003567119,0.00006186162,0.0008751303,0.00001253391,0.001109199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06293586,"threshold_uncertainty_score":0.1251391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005674036012152929,"score_gpt":0.1979569660253018,"score_spread":0.1922829300131489,"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."}}