{"id":"W2564068529","doi":"10.1186/s12961-016-0158-4","title":"Scaling up complex interventions: insights from a realist synthesis","year":2016,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Nutrasource; University of Waterloo; Impact","funders":"Institute of Cancer Research; National Health and Medical Research Council; Partenariat Canadien Contre Le Cancer; Institute of Population and Public Health; Canadian Cancer Society; NSW Ministry of Health; Canadian Institutes of Health Research; National Institute for Health and Care Research; Australian Government; Medical Research Council; HCF Research Foundation","keywords":"Psychological intervention; Health services research; Public health; Health administration; Medicine; Public relations; Psychology; Management science; Political science; Nursing; Engineering","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":["metaresearch"],"domain":"methods","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":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02356565,0.0005902748,0.003389479,0.0026552,0.00514846,0.000211898,0.001065494,0.0007410305,0.0004094827],"category_scores_gemma":[0.03319174,0.0004060941,0.0003902347,0.002105217,0.0006050173,0.0002908381,0.000783037,0.00235976,0.00252523],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004129211,"about_ca_system_score_gemma":0.01768362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07884229,"about_ca_topic_score_gemma":0.00218095,"domain_scores_codex":[0.9435245,0.04471855,0.005301245,0.001253165,0.002002818,0.003199681],"domain_scores_gemma":[0.9277313,0.06491772,0.002346185,0.001489289,0.001020057,0.002495396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001147736,0.00002385126,0.00000663437,0.1683734,0.00007953385,0.000006012774,0.005095288,2.698105e-8,2.689322e-7,0.03352378,0.1198725,0.6730072],"study_design_scores_gemma":[0.0003109571,0.00005825495,0.00004318309,0.1548177,0.00002005081,0.000008772663,0.00203908,0.00001551715,2.042784e-8,0.0006661901,0.8417684,0.0002518999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008173306,0.9704466,0.0002806153,0.01094764,0.00119978,0.007980489,0.004182749,0.0001583175,0.004795571],"genre_scores_gemma":[0.0001383017,0.9811119,0.00009335535,0.002659451,0.004199467,0.006613189,0.0001318888,0.0001192691,0.004933205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7218959,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.974547411785416,"score_gpt":0.8076307975225111,"score_spread":0.1669166142629049,"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."}}