{"id":"W4317989640","doi":"10.1186/s12961-022-00954-8","title":"Towards conceptualizing patients as partners in health systems: a systematic review and descriptive synthesis","year":2023,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; Impact; University of Calgary; Cancer Care Ontario; McMaster University; Ontario Stroke Network; University of British Columbia; McMaster University Medical Centre","funders":"Canadian Institutes of Health Research","keywords":"General partnership; Systematic review; Health administration; Nursing; Terminology; Medicine; Health services research; Health care; Grey literature; Public relations; Psychology; Medical education; Public health; MEDLINE; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0713374,0.001655972,0.006504809,0.02248865,0.001722291,0.009383526,0.003521806,0.002961264,0.003954528],"category_scores_gemma":[0.1688787,0.00179404,0.007052253,0.0252306,0.003771017,0.01354322,0.005597968,0.003202643,0.0003265883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01552904,"about_ca_system_score_gemma":0.03974683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312133,"about_ca_topic_score_gemma":0.03144153,"domain_scores_codex":[0.9167537,0.04687571,0.02342218,0.003304218,0.008324043,0.001320147],"domain_scores_gemma":[0.8229033,0.151535,0.01446597,0.002912697,0.007385918,0.000797103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001036008,0.00002755256,0.002814144,0.9239543,0.005362266,0.0002474597,0.01491056,0.0003467117,0.0001136171,0.008347743,0.002358285,0.04141382],"study_design_scores_gemma":[0.00006716012,0.00008185596,0.002321879,0.9517037,0.009396305,0.0002695461,0.01074131,0.000151115,0.0001013951,0.002772087,0.0223458,0.00004790754],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006214341,0.9826606,0.002785014,0.002755944,0.000311829,0.002460529,0.00111404,0.00001956447,0.001678091],"genre_scores_gemma":[0.1064914,0.8696026,0.01036114,0.003567548,0.0001505885,0.00858885,0.0008995751,0.00002313447,0.000315244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0713374,"threshold_uncertainty_score":0.3772727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.848711495564625,"score_gpt":0.669680900293893,"score_spread":0.179030595270732,"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."}}