{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008035792,0.0002302515,0.0002820631,0.0002580713,0.0001160323,0.0004560711,0.0001819489,0.0001951387,0.001464715],"category_scores_gemma":[0.001461998,0.000190182,0.0006130522,0.0003001982,0.0001714345,0.0002481721,0.0002051919,0.0003573349,0.0001850317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111451,"about_ca_system_score_gemma":0.000204868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004614468,"about_ca_topic_score_gemma":0.0008833458,"domain_scores_codex":[0.9996861,0.0001368517,0.0000351802,0.00005873276,0.00004981305,0.00003337046],"domain_scores_gemma":[0.9984401,0.0003209908,0.0008050242,0.0001141508,0.0001052886,0.0002144112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02794352,0.002214884,0.9348114,0.0003287405,0.001975967,0.0001369587,0.00013528,0.0001112159,0.002859059,0.00003524368,0.000342047,0.02910573],"study_design_scores_gemma":[0.0009128654,0.02083661,0.9752586,0.00005486807,0.000897233,0.0004492478,0.0002417469,0.0001563938,0.0005547644,0.0000192378,0.0006058668,0.00001264612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987877,0.0008413711,0.00004928478,0.0000154797,0.00001094073,0.00001282617,0.00009931664,0.000001325017,0.0001818245],"genre_scores_gemma":[0.9989204,0.0005575545,0.0001153082,0.00003409537,0.00003047947,0.00001185572,0.0001504295,0.000001088662,0.0001787509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001464715,"threshold_uncertainty_score":0.004899979,"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."}}