{"id":"W2024024434","doi":"10.1136/injuryprev-2012-040580c.46","title":"DO VISIBILITY AIDS REDUCE THE RISK OF MOTOR-VEHICLE INJURY IN BICYCLISTS?","year":2012,"lang":"en","type":"article","venue":"Injury Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Visibility; Medicine; Poison control; Odds ratio; Collision; Logistic regression; Confounding; Injury prevention; Odds; Medical emergency; Computer security; Geography; Computer science; Internal medicine; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000983216,0.000113003,0.0001479381,0.00007186127,0.00004356338,0.000009023561,0.0001511968,0.0001026145,0.00007734368],"category_scores_gemma":[0.00004934104,0.00008664968,0.0001116479,0.0002483625,0.00004676743,0.0002608813,0.00003934815,0.0002388209,0.00003257443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006883572,"about_ca_system_score_gemma":0.00001147474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004243734,"about_ca_topic_score_gemma":0.000008097532,"domain_scores_codex":[0.9989864,0.0001670084,0.0003505125,0.0001234827,0.0001453372,0.0002273027],"domain_scores_gemma":[0.9994601,0.0000450866,0.0000701169,0.0003580265,0.00001979499,0.00004685482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00030363,0.000663941,0.4471083,0.0002528793,0.0001458518,4.830122e-7,0.002370207,0.003161713,0.0507579,0.001824273,0.001649735,0.4917611],"study_design_scores_gemma":[0.0002295096,0.00008743423,0.986046,0.00005774269,0.00003425118,7.29177e-7,0.0001363945,0.001106453,0.009739772,0.0009405332,0.001482982,0.0001382626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967256,0.0005016738,0.0007685145,0.00001556348,0.000486669,0.0002592915,0.00003478232,0.0001076707,0.001100282],"genre_scores_gemma":[0.9992218,0.000150151,0.0003243481,0.000004555176,0.0001322428,0.00002142812,0.000005032794,0.0000175297,0.0001229282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5389377,"threshold_uncertainty_score":0.3533472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084173349677728,"score_gpt":0.2711662229642444,"score_spread":0.2603244894674671,"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."}}