{"id":"W6977484114","doi":"10.6084/m9.figshare.16815971","title":"Additional file 3 of Variation in use of damage control laparotomy for trauma by trauma centers in the United States, Canada, and Australasia","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Environmental Science and Technology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Variation (astronomy); Receiver operating characteristic; Laparotomy; Damage control","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001315484,0.0007338365,0.0010806,0.001888508,0.0007299567,0.0009229647,0.001331993,0.0008695517,0.7688693],"category_scores_gemma":[0.0274305,0.0004149299,0.0008188183,0.003755002,0.0001743895,0.001202409,0.000735888,0.0009213221,0.07633349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219365,"about_ca_system_score_gemma":0.001819626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02839654,"about_ca_topic_score_gemma":0.03681655,"domain_scores_codex":[0.9991478,0.0001527041,0.0001609024,0.0001977579,0.0002074713,0.0001333294],"domain_scores_gemma":[0.9826805,0.01186117,0.001852231,0.0008336197,0.002401697,0.0003708257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003130645,0.0000822846,0.008996641,0.0009520352,0.00006080283,0.00005751835,0.0000517242,0.0004598748,0.00003305913,0.0006489683,0.9823977,0.005946182],"study_design_scores_gemma":[0.00753678,0.000496492,0.1864674,0.006644006,0.0004230687,0.0009080317,0.001060059,0.005813265,0.0007450501,0.01176649,0.7779125,0.0002268666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0004257929,0.00001479045,0.000124454,0.0000751819,0.0000137104,0.00005768944,0.9981304,0.00006728973,0.001090705],"genre_scores_gemma":[0.02429452,0.0001415087,0.001930281,0.0005256491,0.0001313438,0.001800481,0.9546182,0.0003890112,0.01616898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9716035,"threshold_uncertainty_score":0.3296798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111861714655302,"score_gpt":0.2077274625775906,"score_spread":0.1966088454310376,"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."}}