{"id":"W2010867402","doi":"10.1136/ip.2010.029215.803","title":"Systems saving lives: a structured review of trauma systems and their impact on mortality","year":2010,"lang":"en","type":"review","venue":"Injury Prevention","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Medicine; Injury prevention; Major trauma; Poison control; Occupational safety and health; Medical emergency; Human factors and ergonomics; Cause of death; Suicide prevention; Intensive care medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007543453,0.0005750151,0.003262262,0.0001877302,0.00006796507,0.00001954105,0.0001271846,0.0003237908,0.00004585595],"category_scores_gemma":[0.0001306051,0.0003267057,0.001092011,0.0002473906,0.00007297043,0.00006817622,0.00004477395,0.0005657829,0.000006487403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116898,"about_ca_system_score_gemma":0.0001616578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001616879,"about_ca_topic_score_gemma":0.00001162931,"domain_scores_codex":[0.9973016,0.0003908875,0.001286859,0.0004568516,0.0003191213,0.0002447295],"domain_scores_gemma":[0.998064,0.00008479664,0.0008968796,0.0006570863,0.0001755776,0.0001215994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001350229,0.00005190236,0.00003637471,0.3411393,0.0007418806,0.000002875458,0.00006479202,8.649627e-8,0.000007974626,0.0000392229,0.0004436843,0.6574584],"study_design_scores_gemma":[0.0002106805,0.0007913305,0.001817524,0.6157067,0.003977193,0.0001724304,0.0001235265,0.000002757965,0.000003221952,0.00002172068,0.37681,0.0003629691],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003540998,0.9902829,0.000009741768,0.000003859206,0.00142812,0.00305818,0.0003734492,0.00005416122,0.001248625],"genre_scores_gemma":[0.017581,0.9813308,0.000008960215,0.000006714912,0.0003826507,0.0002011874,0.000230274,0.00005139974,0.0002070376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6570954,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06697300409031977,"score_gpt":0.4105919318082555,"score_spread":0.3436189277179358,"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."}}