{"id":"W3135725970","doi":"10.33695/jss.v2i3.117","title":"TRAUMA CARE: HIGHLY DEMANDING, TREMENDOUS BENEFITS","year":2015,"lang":"en","type":"article","venue":"Journal of Surgical Sciences","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trauma care; Intensive care medicine; Medicine; Medical emergency","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":[0.003960801,0.0009739227,0.001064898,0.001397175,0.002543355,0.007026802,0.00138136,0.003717537,0.08845514],"category_scores_gemma":[0.01397469,0.0003167116,0.0009505099,0.001239155,0.002248691,0.005080673,0.005845487,0.006703438,0.03365359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002254263,"about_ca_system_score_gemma":0.00478775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581635,"about_ca_topic_score_gemma":0.00303048,"domain_scores_codex":[0.9950382,0.001607611,0.000239623,0.0003105826,0.002353289,0.0004507669],"domain_scores_gemma":[0.9879187,0.002303913,0.0006961406,0.0006050675,0.003639888,0.004836378],"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":[0.00006390614,0.0001236249,0.001174758,0.001190124,0.00007629761,0.000379085,0.0003562855,0.0001509208,0.0005051496,0.01488586,0.6291232,0.3519707],"study_design_scores_gemma":[0.00002673126,0.0001309285,0.003167899,0.003850184,0.00003977206,0.002723907,0.001193495,0.0001462129,0.0001119728,0.0198427,0.9687244,0.00004181597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.003929402,0.1520639,0.01002782,0.6354063,0.03637863,0.0002250292,0.001015005,0.0009781092,0.1599758],"genre_scores_gemma":[0.1091319,0.4165666,0.03451304,0.1947129,0.1196638,0.0005436615,0.002537871,0.0008275112,0.1215027],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08845514,"threshold_uncertainty_score":0.2959119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036340754699495,"score_gpt":0.3417007240202069,"score_spread":0.2380666485502574,"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."}}