{"id":"W4366386724","doi":"10.1136/bmjebm-2022-112070","title":"Rapid Reviews Methods Series: Involving patient and public partners, healthcare providers and policymakers as knowledge users","year":2023,"lang":"en","type":"article","venue":"BMJ evidence-based medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Agency for Drugs and Technologies in Health; Public Health Ontario; University of Toronto; St. Michael's Hospital; Cochrane; Public Health Agency of Canada; University of Ottawa","funders":"","keywords":"Timeline; Health care; Commission; Knowledge translation; Psychology; Knowledge management; Public relations; Management science; Computer science; Business; Political science; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4627371,0.004983071,0.007117579,0.02103851,0.004669156,0.01237796,0.009378505,0.0101019,0.05067131],"category_scores_gemma":[0.6694083,0.004558043,0.007261568,0.02029228,0.007897388,0.01621689,0.01195083,0.01026262,0.03663227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0121421,"about_ca_system_score_gemma":0.05913802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375147,"about_ca_topic_score_gemma":0.006569678,"domain_scores_codex":[0.3579074,0.4793361,0.09183775,0.01330128,0.05522333,0.00239419],"domain_scores_gemma":[0.1917516,0.6207246,0.04430021,0.05747002,0.07992148,0.005832165],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007509646,0.0002050667,0.0005557387,0.1371192,0.001127734,0.0003854521,0.007439855,0.0006607997,0.001982899,0.03203731,0.3791321,0.438603],"study_design_scores_gemma":[0.0006611351,0.0002849408,0.0006687911,0.06076902,0.0004594886,0.0004407827,0.001097372,0.0005232224,0.0009283532,0.0239948,0.909966,0.0002061467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.001675535,0.09414656,0.2441075,0.05825394,0.05661181,0.4857649,0.01074039,0.005084731,0.04361463],"genre_scores_gemma":[0.003776916,0.04209061,0.5375937,0.01132641,0.006206771,0.3840355,0.00198371,0.001156786,0.01182959],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5372629,"threshold_uncertainty_score":0.6625408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6031864510411815,"score_gpt":0.5799916421850461,"score_spread":0.02319480885613545,"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."}}