{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002734418,0.0003282389,0.0002840959,0.001783022,0.001501412,0.002443576,0.0006634729,0.001560157,0.01027951],"category_scores_gemma":[0.008871733,0.0001901174,0.000337505,0.001501397,0.002737226,0.00192011,0.001144155,0.002850302,0.000649879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370522,"about_ca_system_score_gemma":0.006129145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009175386,"about_ca_topic_score_gemma":0.03169959,"domain_scores_codex":[0.998544,0.0006074925,0.0001096351,0.0001352989,0.0004074581,0.0001961703],"domain_scores_gemma":[0.9864339,0.006598439,0.00158802,0.0003529297,0.002116134,0.002910561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002906829,0.0005963734,0.08337921,0.001834617,0.00007718127,0.002339546,0.002179549,0.001240792,0.001977908,0.04525292,0.07303884,0.7877924],"study_design_scores_gemma":[0.00007498849,0.0009729694,0.340754,0.01062156,0.00009800512,0.01261701,0.009450785,0.001417703,0.0009611801,0.02444347,0.5984402,0.000148214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0681927,0.5593772,0.00190574,0.234817,0.006193311,0.0000433358,0.0002475459,0.0001154458,0.1291078],"genre_scores_gemma":[0.4824905,0.4724425,0.004294511,0.01924816,0.01393462,0.00005350046,0.0001246682,0.00007210226,0.007339528],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01027951,"threshold_uncertainty_score":0.03438836,"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."}}