{"id":"W4399048306","doi":"10.1093/bjs/znae122.363","title":"ROBOTIC APPROACH TO ABDOMINAL WALL RECONSTRUCTION DECREASES TOTAL POST-OPERATIVE OPIOID EXPOSURE, BUT NOT DAILY OPIOID USE, COMPARED TO OPEN APPROACH: THE RETROSPECTIVE VENTRAL HERNIA REPAIR AND POST-OPERATIVE OPIOID USE (RETRO-HERO) STUDY","year":2024,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Opioid; Retrospective cohort study; Surgery; Abdominal surgery; Hernia; Ventral hernia; Anesthesia; Surgical mesh; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001977359,0.0005222632,0.001455158,0.0004576104,0.0004496393,0.00173082,0.0003542125,0.0001412714,0.00008918174],"category_scores_gemma":[0.001511861,0.0004380201,0.0005021336,0.0006029346,0.0001900278,0.001638861,0.0004181684,0.0009231252,0.0000162069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005087367,"about_ca_system_score_gemma":0.0007090046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003360023,"about_ca_topic_score_gemma":0.0002785867,"domain_scores_codex":[0.9952924,0.0007385426,0.00137958,0.0009564183,0.0009771266,0.0006559853],"domain_scores_gemma":[0.9967765,0.0006355008,0.0003018939,0.0004590556,0.001064112,0.0007629662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02499414,0.01088882,0.7458573,0.00131053,0.01018603,0.01721773,0.04685558,0.002966094,0.007740208,0.0002801772,0.05038171,0.08132172],"study_design_scores_gemma":[0.002189911,0.002252263,0.9557155,0.001424797,0.0007141313,0.01767751,0.01758523,0.001087806,0.0002041188,0.00001158828,0.0005687556,0.0005684131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924659,0.001293209,0.0008081775,0.0004717809,0.0009348871,0.003456099,0.000172767,0.0001121546,0.0002850968],"genre_scores_gemma":[0.9890309,0.000260691,0.007428959,0.001310897,0.0005459147,0.0001887693,0.00006503241,0.00009568837,0.001073137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2098582,"threshold_uncertainty_score":0.9998072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04618925660257887,"score_gpt":0.2829343282521868,"score_spread":0.236745071649608,"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."}}