{"id":"W2168592755","doi":"10.1186/1745-6215-15-267","title":"Theory of Change: a theory-driven approach to enhance the Medical Research Council's framework for complex interventions","year":2014,"lang":"en","type":"article","venue":"Trials","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":785,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Department for International Development; Wellcome Trust; National Institute of Mental Health; London School of Hygiene and Tropical Medicine","keywords":"Psychological intervention; Theory of change; Context (archaeology); Stakeholder; Stakeholder engagement; Management science; Intervention (counseling); Process management; Computer science; Construct (python library); Knowledge management; Medicine; Nursing; Engineering; Sociology; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1820529,0.003521432,0.004492375,0.01518886,0.006435446,0.01715649,0.01151354,0.008793444,0.008351122],"category_scores_gemma":[0.1584224,0.001927439,0.005553505,0.01113665,0.04488112,0.01050315,0.01265212,0.01618823,0.001664323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03258421,"about_ca_system_score_gemma":0.06385634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323386,"about_ca_topic_score_gemma":0.0122627,"domain_scores_codex":[0.7207648,0.2429983,0.007966692,0.007013722,0.01859357,0.002662933],"domain_scores_gemma":[0.739939,0.2272343,0.005187718,0.009857355,0.01410927,0.003672465],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004617587,0.0001651213,0.0005415814,0.003394767,0.0001553682,0.0001680922,0.008805019,0.005842334,0.0001304446,0.9377017,0.007508042,0.03554142],"study_design_scores_gemma":[0.0001898865,0.0002073317,0.0005333981,0.007000628,0.0001488378,0.000148663,0.003661504,0.01059266,0.0002932611,0.8817028,0.09543117,0.00008988594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002133662,0.007937043,0.8696575,0.04800842,0.001371888,0.007235125,0.0004403129,0.0004241984,0.06279194],"genre_scores_gemma":[0.09038496,0.005278382,0.8777623,0.005661413,0.0003293468,0.01787544,0.0003047945,0.0001672176,0.002236141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.817947,"threshold_uncertainty_score":0.9627995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9726859781361701,"score_gpt":0.7902825717206547,"score_spread":0.1824034064155153,"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."}}