{"id":"W2143532111","doi":"10.1136/ip.6.2.76","title":"Still more on helmets: setting an example","year":2000,"lang":"en","type":"article","venue":"Injury Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poison control; Human factors and ergonomics; Suicide prevention; Injury prevention; Engineering; Occupational safety and health; Forensic engineering; Medical emergency; Transport engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001167344,0.0001005695,0.00008177365,0.00004162361,0.00003920004,0.00001639302,0.00007617995,0.00006628956,0.0007412512],"category_scores_gemma":[0.000002151962,0.00009955394,0.0000477572,0.00008170488,0.00001028555,0.0001734912,0.000005169254,0.0001118432,0.0002229739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003501164,"about_ca_system_score_gemma":0.00000547526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001572514,"about_ca_topic_score_gemma":0.000008254561,"domain_scores_codex":[0.9994068,0.00002879053,0.0001496742,0.0001465798,0.0001058599,0.0001622586],"domain_scores_gemma":[0.9997216,0.00001094412,0.0000135496,0.0001939366,0.000007892044,0.00005211294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000352962,0.00007160696,0.00009004767,0.0000264091,0.00002078343,0.000002482438,0.0006864454,0.032911,0.0009505822,0.0001942058,0.001688393,0.9633228],"study_design_scores_gemma":[0.002681032,0.001542584,0.1594567,0.0006507549,0.000153685,0.00003459135,0.000750492,0.133807,0.01897375,0.003795318,0.6761425,0.00201164],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992141,0.00005348075,0.001211463,0.00002538125,0.0001955575,0.0001249138,0.00001167943,0.0005673321,0.005669205],"genre_scores_gemma":[0.9972649,0.00003444936,0.0009733653,0.00004119994,0.000146745,0.00001145033,0.00004990108,0.00002576154,0.001452264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9613111,"threshold_uncertainty_score":0.8116181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501209616229912,"score_gpt":0.2559905562225686,"score_spread":0.2409784600602694,"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."}}