{"id":"W4388915492","doi":"10.1016/j.suc.2023.10.003","title":"The Role of Minimally Invasive Surgeries in Trauma","year":2023,"lang":"en","type":"article","venue":"Surgical Clinics of North America","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"McGill University Health Centre","keywords":"Medicine; Laparotomy; Blunt; Pneumothorax; Abdominal trauma; Surgery; Diaphragmatic breathing; Laparoscopy; Invasive surgery; Thoracic trauma; General surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00038389,0.0001237022,0.0005981313,0.0001075797,0.00004794689,0.000004798889,0.0001566208,0.00006149051,0.00004901217],"category_scores_gemma":[0.0009564941,0.00008272733,0.0002504663,0.0007728285,0.0008133612,0.00004571263,0.00006592865,0.0002121448,0.00003681689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009682364,"about_ca_system_score_gemma":0.0001724873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006652941,"about_ca_topic_score_gemma":0.0001586813,"domain_scores_codex":[0.9983318,0.00008436999,0.0008012947,0.0001869788,0.0003184703,0.0002770218],"domain_scores_gemma":[0.996206,0.003000215,0.0002654743,0.0002826363,0.000145577,0.000100057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002425081,0.0002073558,0.6926525,0.00007433078,0.0000691572,0.0001302795,0.000514028,0.00001381802,0.0000445244,0.0002033694,0.0004206237,0.3032449],"study_design_scores_gemma":[0.001169258,0.001503198,0.7235463,0.0001091072,0.00005171297,0.00001037953,0.002664288,0.0001063166,0.001461806,0.0007338744,0.2684891,0.0001547579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931481,0.0006629789,4.116641e-7,0.0006316087,0.00009775238,0.0001692922,0.00003013082,0.00002679492,0.005232924],"genre_scores_gemma":[0.9963473,0.00300155,0.0001129,0.0000610656,0.00005300934,0.00001449868,0.00003045495,0.00001464476,0.0003645818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3030902,"threshold_uncertainty_score":0.3373523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152417742195991,"score_gpt":0.3110447160217434,"score_spread":0.2895205385997836,"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."}}