{"id":"W4389108503","doi":"10.1016/j.jclinepi.2023.111224","title":"Guideline panel social dynamics influence the development of clinical practice recommendations: a mixed-methods systematic review","year":2023,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact; University Health Network","funders":"Agency for Healthcare Research and Quality","keywords":"Guideline; Grading (engineering); Cognition; Deliberation; Psychology; Empirical research; Evidence-based medicine; MEDLINE; Applied psychology; Medicine; Medical education; Alternative medicine; Political science; Pathology; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07413692,0.001288808,0.007724083,0.005673667,0.001229452,0.005590413,0.002621072,0.003697012,0.004183888],"category_scores_gemma":[0.2863015,0.001772203,0.01244496,0.007697545,0.001516908,0.004214125,0.002743046,0.003453619,0.0003861978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005861545,"about_ca_system_score_gemma":0.02231403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01805628,"about_ca_topic_score_gemma":0.05019624,"domain_scores_codex":[0.8856688,0.07054446,0.02523674,0.00473808,0.01246821,0.00134357],"domain_scores_gemma":[0.7272125,0.2208447,0.03263773,0.00442299,0.01342363,0.00145844],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00241822,0.0002902318,0.03288103,0.5647951,0.2348147,0.0001500935,0.002366081,0.0003516935,0.000165023,0.0008873481,0.004905117,0.1559752],"study_design_scores_gemma":[0.003530421,0.0006421831,0.0363069,0.5238011,0.4197207,0.0001842396,0.00151345,0.0007057145,0.0003017077,0.001637387,0.01148658,0.0001696174],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02113557,0.9659227,0.002561057,0.003219476,0.0008022337,0.003849101,0.001242495,0.00003947079,0.001227892],"genre_scores_gemma":[0.3455846,0.6258448,0.01473104,0.005533908,0.0007278658,0.005782893,0.001299554,0.00005356335,0.0004417489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9258631,"threshold_uncertainty_score":0.3920782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.955781588160322,"score_gpt":0.8588994286528894,"score_spread":0.09688215950743262,"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."}}