{"id":"W2079623713","doi":"10.1097/01.ta.0000241201.34082.d4","title":"Consensus or Data-Derived Anatomic Injury Severity Scoring?","year":2008,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Injury Severity Score; Medicine; Receiver operating characteristic; Abbreviated Injury Scale; Logistic regression; Severity of illness; Univariate; Glasgow Coma Scale; Poison control; Internal medicine; Emergency medicine; Injury prevention; Statistics; Multivariate statistics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003946641,0.0002128019,0.000479862,0.0001232484,0.0005922667,0.00001718259,0.0001534365,0.000105725,0.0001337049],"category_scores_gemma":[0.0007337541,0.0001295722,0.0001285039,0.0002147181,0.0006995178,0.0001608355,0.00009133505,0.0005531083,0.000006530657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007636222,"about_ca_system_score_gemma":0.0002176676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003029597,"about_ca_topic_score_gemma":0.0001882832,"domain_scores_codex":[0.9984288,0.0001521676,0.0005598961,0.0001939341,0.000373733,0.0002914587],"domain_scores_gemma":[0.9982089,0.0002272864,0.0001025571,0.0003740379,0.0008550126,0.0002321773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02165351,0.001532226,0.6308012,0.003125317,0.002054124,0.001396774,0.02653281,0.000008881171,0.009162086,0.000926125,0.1875957,0.1152113],"study_design_scores_gemma":[0.002251041,0.004018244,0.9503313,0.0003019616,0.001578078,0.01016287,0.008140362,0.00002368772,0.004582291,0.0004572007,0.01771337,0.0004395678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932836,0.002785578,0.00008239987,0.001371527,0.001115909,0.0001433806,0.00008601106,0.00004090289,0.001090653],"genre_scores_gemma":[0.995681,0.003022159,0.0001371514,0.0003635218,0.0007241063,0.000001746526,0.000006283959,0.00002079958,0.00004316273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3195301,"threshold_uncertainty_score":0.52838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07080306783128737,"score_gpt":0.366453931943643,"score_spread":0.2956508641123556,"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."}}