{"id":"W2136295528","doi":"10.1177/1054773810365994","title":"Postoperative Patient Education: A Systematic Review","year":2010,"lang":"en","type":"review","venue":"Clinical Nursing Research","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Canada Research Chairs","keywords":"Psychological intervention; Medicine; Patient education; Health education; Family medicine; Nursing; Public health","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004991041,0.0003255291,0.003941996,0.0002795676,0.0002140205,0.00007255381,0.0002857978,0.0006793996,0.0004906218],"category_scores_gemma":[0.01611569,0.0002070713,0.001092963,0.0009952619,0.0005777623,0.00004490931,0.00006603874,0.004229265,0.00118312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002913342,"about_ca_system_score_gemma":0.002754089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001366039,"about_ca_topic_score_gemma":2.700161e-7,"domain_scores_codex":[0.9927273,0.002689216,0.002308449,0.000694025,0.001101902,0.000479062],"domain_scores_gemma":[0.9907209,0.006019768,0.0003797071,0.001065446,0.001132851,0.0006813369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008234126,0.0005107484,7.92698e-7,0.37524,0.00004438932,0.00001755388,0.00002590158,2.316414e-9,3.111165e-9,0.0002743163,0.002148473,0.6217296],"study_design_scores_gemma":[0.0001218718,0.000293621,7.639179e-7,0.5221203,0.0006934889,0.00008898639,0.00003641094,0.000001904648,1.233263e-8,0.00005754554,0.4764833,0.0001018287],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002204422,0.9630325,0.00000195221,0.001102525,0.0007640419,0.008301693,0.000005156596,0.00005644137,0.02673352],"genre_scores_gemma":[0.00001377785,0.9955533,0.0002056061,0.001165373,0.0005026296,0.0008197529,0.0001514655,0.00006438818,0.00152373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6216278,"threshold_uncertainty_score":0.9995946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3664693611093701,"score_gpt":0.6334125354793928,"score_spread":0.2669431743700227,"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."}}