{"id":"W4387408076","doi":"10.1080/24740527.2023.2266751","title":"The Impact of Preoperative Patient Education on Postoperative Pain, Opioid Use, and Psychological Outcomes: A Narrative Review","year":2023,"lang":"en","type":"review","venue":"Canadian Journal of Pain","topic":"Music Therapy and Health","field":"Psychology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of Toronto; Toronto General Hospital; SickKids Foundation; Hospital for Sick Children; Institute for Clinical Evaluative Sciences; University of Calgary","funders":"","keywords":"Medicine; Psychological intervention; Anxiety; Patient education; Postoperative pain; Opioid; Preoperative care; MEDLINE; Patient satisfaction; Physical therapy; General surgery; Anesthesia; Surgery; Nursing; Psychiatry; 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":[],"consensus_categories":[],"category_scores_codex":[0.004436475,0.0004154637,0.00169987,0.0003262644,0.0003036346,0.00006950182,0.0003406568,0.0002681523,0.0004956598],"category_scores_gemma":[0.002456769,0.0002095836,0.0006092333,0.0004029972,0.0002137439,0.00007737822,0.000009472149,0.0009652457,0.00001970945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005068283,"about_ca_system_score_gemma":0.004582772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003523399,"about_ca_topic_score_gemma":0.006819299,"domain_scores_codex":[0.9908696,0.006918531,0.0013369,0.000294952,0.0001781562,0.0004017945],"domain_scores_gemma":[0.9943706,0.002760152,0.001372228,0.0004026108,0.0004681531,0.0006262677],"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":[0.00003031165,0.0001131056,0.0001442635,0.001490441,0.000640478,0.00004285021,0.01213471,3.821673e-7,2.59533e-8,0.0008615621,0.2027289,0.781813],"study_design_scores_gemma":[0.0002035119,0.006791261,0.001758711,0.04748392,0.0001885058,0.0001502599,0.003339156,4.951105e-7,1.844479e-8,0.0001841488,0.9395832,0.0003168117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001249094,0.9945806,0.000009734016,0.001038647,0.0009056753,0.001717948,0.0001701045,0.000004619817,0.0003235665],"genre_scores_gemma":[0.0004682984,0.9951935,0.00002693786,0.0033895,0.0001648624,0.0001166477,0.00002939471,0.0000409143,0.000569945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7814962,"threshold_uncertainty_score":0.8546572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1517278386205248,"score_gpt":0.4612498755927671,"score_spread":0.3095220369722422,"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."}}