{"id":"W4317749212","doi":"10.3311/pptr.18794","title":"Analysis of Technical Errors Made by Motorcycle Riders","year":2023,"lang":"en","type":"article","venue":"Periodica Polytechnica Transportation Engineering","topic":"Transportation Systems and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Transport engineering; Hobby; Engineering; Accident (philosophy); Table (database); Aeronautics; Computer science","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":[0.000981775,0.0005393182,0.0003248577,0.005422148,0.0004052246,0.0006587608,0.0003994278,0.0004316692,0.001834689],"category_scores_gemma":[0.01035986,0.0001506556,0.000385559,0.001802401,0.000299435,0.0004847407,0.0008273248,0.0002415912,0.0007921148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003661903,"about_ca_system_score_gemma":0.0004418392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844099,"about_ca_topic_score_gemma":0.004270207,"domain_scores_codex":[0.9971465,0.0004905094,0.0004850061,0.0003607974,0.001299316,0.0002178105],"domain_scores_gemma":[0.9890581,0.002378831,0.003953603,0.0005926621,0.003642761,0.0003740562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003081116,0.00007607308,0.9388167,0.0001544713,0.0001212035,0.0007362042,0.002075939,0.0009088655,0.001343064,0.00009061937,0.000670024,0.05469869],"study_design_scores_gemma":[0.000003756415,0.0002420751,0.988427,0.00005563173,0.00007812712,0.001400709,0.003062462,0.00141159,0.001901496,0.00007173991,0.003311342,0.00003395628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962567,0.0003289266,0.001012563,0.00002472954,0.0000230058,0.00003800687,0.0007372766,0.00005168905,0.001527011],"genre_scores_gemma":[0.9942552,0.0003882255,0.001203019,0.00001646735,0.00002235772,0.00003232451,0.001481184,0.00002191771,0.002579265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005422148,"threshold_uncertainty_score":0.007643461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008182733529627773,"score_gpt":0.2133748276593031,"score_spread":0.2051920941296753,"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."}}