{"id":"W4283733160","doi":"10.1016/s0140-6736(22)00887-x","title":"Improvement in trauma care for road traffic injuries: an assessment of the effect on mortality in low-income and middle-income countries","year":2022,"lang":"en","type":"review","venue":"The Lancet","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Apotex (Canada)","funders":"","keywords":"Psychological intervention; Medicine; Injury prevention; Poison control; Low and middle income countries; Suicide prevention; Occupational safety and health; Environmental health; Emergency medical services; MEDLINE; Medical emergency; Emergency medicine; Human factors and ergonomics; Developing country; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001036,0.000377092,0.002465991,0.000113547,0.0001335017,0.00001309493,0.0003698618,0.0001085398,0.00003027376],"category_scores_gemma":[0.0000678962,0.0001925651,0.0003084049,0.0002893184,0.000145975,0.00003044946,0.0001225183,0.00053471,3.830739e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003728258,"about_ca_system_score_gemma":0.000164305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002562516,"about_ca_topic_score_gemma":0.002036649,"domain_scores_codex":[0.9978372,0.0003470289,0.0006920295,0.0003795211,0.0003974107,0.0003468064],"domain_scores_gemma":[0.9985404,0.0003114534,0.0002604058,0.000819046,0.00003057696,0.00003810235],"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":[0.0003380682,0.000145197,0.03447337,0.1729649,0.00053801,0.00001129065,0.004378369,0.0000297218,5.143163e-7,0.0001863564,0.00003602857,0.7868983],"study_design_scores_gemma":[0.005816317,0.006225593,0.6577069,0.04837075,0.00203998,0.000007604213,0.002365007,0.00003386266,0.00001356789,0.00004423181,0.2767099,0.0006663115],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.468443,0.52755,1.360177e-7,0.00007924197,0.0003637163,0.002782089,0.0004249262,0.00001760228,0.0003393073],"genre_scores_gemma":[0.3464093,0.6519258,0.000009337515,0.00005226992,0.0002297743,0.001243318,0.00007552918,0.00003421972,0.00002041665],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7862319,"threshold_uncertainty_score":0.7852577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05683570541747032,"score_gpt":0.3994136651651224,"score_spread":0.3425779597476521,"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."}}