{"id":"W2149487073","doi":"10.5847/wjem.j.issn.1920-8642.2011.02.001","title":"Further recommendations for trauma training of Indian medical officers and medical students","year":2011,"lang":"en","type":"article","venue":"World Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advanced trauma life support; Medicine; Attendance; Major trauma; Trauma center; Medical education; Medical emergency; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054073,0.0009112774,0.0005865065,0.002081798,0.003486445,0.002608666,0.003010279,0.008009527,0.07918556],"category_scores_gemma":[0.02069042,0.0005171539,0.001490223,0.001469371,0.0007034892,0.002844449,0.003568688,0.006320489,0.02037226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00175295,"about_ca_system_score_gemma":0.02068215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443244,"about_ca_topic_score_gemma":0.03832579,"domain_scores_codex":[0.9956157,0.00164763,0.0003544129,0.0002453928,0.0009674961,0.001169357],"domain_scores_gemma":[0.965971,0.003843455,0.001880272,0.001160343,0.01120575,0.01593913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006313338,0.001347195,0.006695001,0.001129911,0.00001577565,0.0004476225,0.00119975,0.00008485888,0.0006526221,0.001380094,0.8217202,0.1652637],"study_design_scores_gemma":[0.000284714,0.0004438867,0.0475127,0.00527423,0.0000683113,0.0006809928,0.01012391,0.0002325783,0.0004795653,0.002662871,0.9321249,0.0001113268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01646934,0.01009351,0.003439591,0.8500121,0.03275134,0.003153616,0.001773373,0.001078524,0.08122862],"genre_scores_gemma":[0.09151204,0.02624236,0.09285799,0.5638733,0.02659865,0.01115317,0.004136804,0.0004663968,0.1831594],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07918556,"threshold_uncertainty_score":0.2649021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463481467434123,"score_gpt":0.4054478272155504,"score_spread":0.2590996804721382,"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."}}