{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003915175,0.001425008,0.002871739,0.0007693953,0.0009645756,0.001250048,0.001291872,0.003262011,0.009054374],"category_scores_gemma":[0.01119928,0.0006520924,0.003169838,0.000648618,0.001448614,0.001716171,0.001016732,0.002691154,0.0006435058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126903,"about_ca_system_score_gemma":0.002412211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002455651,"about_ca_topic_score_gemma":0.002972455,"domain_scores_codex":[0.9946583,0.003500828,0.0004411972,0.0006561989,0.0003596773,0.0003838298],"domain_scores_gemma":[0.9960846,0.001636773,0.0009942872,0.0002156413,0.0003711455,0.0006975313],"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":[0.8509092,0.06572045,0.002048692,0.009444205,0.005444421,0.0000829212,0.0002774834,0.0005124562,0.0006458991,0.000587405,0.002487489,0.06183932],"study_design_scores_gemma":[0.9172515,0.07440814,0.002563715,0.001129772,0.002217949,0.00002329433,0.0001289535,0.0006246485,0.0002361021,0.0004271489,0.0009616851,0.0000271154],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343601,0.02153159,0.002479132,0.003675002,0.00317519,0.02858694,0.000960494,0.0003911353,0.004840268],"genre_scores_gemma":[0.9617336,0.005279916,0.005172118,0.002346884,0.001191149,0.02214176,0.0003474723,0.00002140828,0.001765658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009054374,"threshold_uncertainty_score":0.03028989,"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."}}