{"id":"W2223345588","doi":"10.1136/jech-2015-205701","title":"How stakeholder participation can contribute to systematic reviews of complex interventions","year":2015,"lang":"en","type":"review","venue":"Journal of Epidemiology & Community Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute for Health and Care Research","keywords":"Psychological intervention; Systematic review; Stakeholder; Business; Political science; MEDLINE; Public relations; Medicine; Nursing","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1004611,0.0005272831,0.01257703,0.0006582317,0.001004714,0.000005951715,0.001030785,0.0005146226,0.00008697947],"category_scores_gemma":[0.02118649,0.0003535451,0.001278911,0.0005123152,0.000121965,0.0001048701,0.0003413531,0.004344659,0.00005565644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003069778,"about_ca_system_score_gemma":0.003539863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897969,"about_ca_topic_score_gemma":0.007963901,"domain_scores_codex":[0.8699961,0.1159388,0.01241541,0.0002256805,0.0003669711,0.001057109],"domain_scores_gemma":[0.9512645,0.01964906,0.02471712,0.001495203,0.001305921,0.001568188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002900627,0.0004165967,0.0008278813,0.8896706,0.000223591,9.380693e-7,0.001963615,0.000002009228,2.792201e-8,0.0006121368,0.0412156,0.06503807],"study_design_scores_gemma":[0.000418184,0.001570623,0.0001129684,0.3827668,0.0004883101,0.000008790132,0.001148904,0.000002468955,7.882933e-9,0.0002565343,0.6130987,0.0001277701],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001168392,0.9810109,0.002290167,0.003655438,0.001702715,0.01048195,0.000593234,0.00001505071,0.0001337813],"genre_scores_gemma":[0.0002133794,0.9891912,0.002212014,0.006187788,0.0002641586,0.0006413202,0.0009907724,0.00004326677,0.0002560947],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5718831,"threshold_uncertainty_score":0.9998916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9441630311099284,"score_gpt":0.6622421612476597,"score_spread":0.2819208698622687,"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."}}