{"id":"W3217649638","doi":"10.1002/hsr2.396","title":"Road traffic injury in Lebanon: A prospective study to assess injury characteristics and risk factors","year":2021,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Injury prevention; Occupational safety and health; Poison control; Psychological intervention; Logistic regression; Prospective cohort study; Injury Severity Score; Head injury; Environmental health; Emergency medicine; Medical emergency; Surgery; Internal medicine; Psychiatry","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":[0.001349296,0.0001743752,0.0005203215,0.0002552844,0.0003702826,0.00003829275,0.00005359572,0.00003101738,0.00001710998],"category_scores_gemma":[0.0007066283,0.0001448977,0.00003611223,0.001454007,0.0001597699,0.0001461642,0.0001206301,0.0002650921,0.000002134752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047541,"about_ca_system_score_gemma":0.001659404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007614585,"about_ca_topic_score_gemma":0.0006154096,"domain_scores_codex":[0.9973581,0.00004961576,0.0006673065,0.0007682639,0.0006309737,0.0005257059],"domain_scores_gemma":[0.9986289,0.00001638655,0.0002236369,0.0003925947,0.0003160391,0.0004224079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003016771,0.0004279884,0.9651479,0.00005411735,0.00001193194,0.000389387,0.008476031,0.00000136076,0.0001865187,0.000002755691,0.0001071607,0.0251647],"study_design_scores_gemma":[0.0001423037,0.0009444394,0.9916127,0.00009097254,0.0000193229,0.0001348132,0.006313014,0.00001060866,0.0002897007,0.000008053614,0.0003023508,0.0001317028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970632,0.0002194399,0.000004239306,0.000372256,0.000888825,0.00100982,0.000009497348,0.00005173522,0.0003810176],"genre_scores_gemma":[0.9991252,0.0003578613,0.000147527,0.0001464561,0.0000707276,0.00004567315,0.000002890519,0.0000115961,0.00009199786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02646483,"threshold_uncertainty_score":0.5908755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04736561148137318,"score_gpt":0.3874749890389358,"score_spread":0.3401093775575626,"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."}}