{"id":"W4283699109","doi":"10.1177/00031348221111519","title":"A Peer Data Benchmarking Intervention to Reduce Opioid Overprescribing: A Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Arnold Ventures","keywords":"Medicine; Benchmarking; Randomized controlled trial; Psychological intervention; Intervention (counseling); Inguinal hernia; Physical therapy; Surgery; Nursing; Hernia","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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05996264,0.000264214,0.001964682,0.0002374499,0.001896122,0.00004829446,0.00132083,0.00004696119,0.002077432],"category_scores_gemma":[0.02767572,0.0001880917,0.0004014694,0.0008088828,0.0002293056,0.0002728973,0.002252374,0.001556644,0.0001330477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004205598,"about_ca_system_score_gemma":0.0007960169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03867663,"about_ca_topic_score_gemma":0.0006053768,"domain_scores_codex":[0.9561481,0.03908179,0.00186315,0.0006889078,0.001407216,0.0008107664],"domain_scores_gemma":[0.9722199,0.02215931,0.002743209,0.002201139,0.0003906332,0.0002857985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9329467,0.0002093896,0.0003113179,0.00003810825,0.0002204705,0.000008681232,0.006699284,0.00001467332,0.00007501349,0.0004240166,0.03865263,0.02039966],"study_design_scores_gemma":[0.7781305,0.0005528997,0.0004903933,0.0001248675,0.0002674431,0.000005156363,0.02132745,0.001599595,0.000003003451,0.0002959909,0.196897,0.0003056978],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92671,0.0002890696,0.0006817061,0.05136403,0.00487764,0.01246364,0.0001553402,0.0001859249,0.003272641],"genre_scores_gemma":[0.9755149,0.00007091511,0.0002451344,0.01238195,0.001066059,0.005171844,0.0002111629,0.0000552438,0.005282774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1582443,"threshold_uncertainty_score":0.9994033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.455008578265662,"score_gpt":0.5335149652692547,"score_spread":0.07850638700359264,"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."}}