{"id":"W3096664890","doi":"10.1371/journal.pmed.1003368","title":"Qualitative process evaluation from a complex systems perspective: A systematic review and framework for public health evaluators","year":2020,"lang":"en","type":"review","venue":"PLoS Medicine","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School for Public Health Research; Medical Research Council; Johns Hopkins University; University of Bath; University of Exeter; University of Sydney; Massey University; University of Bristol; University of Glasgow; National Institute for Health and Care Research; Queen Mary University of London; Simon Fraser University; Drexel University","keywords":"Qualitative research; Public health; Psychological intervention; Management science; Systems science; Data science; Computer science; Medicine; Sociology; Social science; Nursing; Engineering; Artificial intelligence","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":["metaresearch"],"category_scores_codex":[0.6921544,0.005915105,0.0231916,0.0526535,0.008093098,0.02009925,0.01295132,0.009448675,0.005520551],"category_scores_gemma":[0.6669675,0.004896501,0.01544921,0.04108627,0.02145988,0.0249078,0.01837992,0.01011777,0.001209875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05149268,"about_ca_system_score_gemma":0.1462022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01253711,"about_ca_topic_score_gemma":0.01601378,"domain_scores_codex":[0.2388751,0.6409569,0.08808453,0.007572308,0.02206617,0.002444946],"domain_scores_gemma":[0.2064727,0.682119,0.02901834,0.0166663,0.06259812,0.003125599],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004578402,0.0001773457,0.001736169,0.6443226,0.003964917,0.0003191993,0.03452181,0.002860734,0.0003581546,0.05783226,0.01263438,0.2408146],"study_design_scores_gemma":[0.0006662061,0.0003909855,0.0007903369,0.88023,0.003964165,0.0002119591,0.0145925,0.003492159,0.0005162191,0.05206901,0.04279731,0.0002791555],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003186476,0.4837777,0.2688631,0.05410999,0.004583802,0.1772184,0.002054792,0.0006703606,0.005535422],"genre_scores_gemma":[0.03320928,0.1164582,0.5716596,0.006949847,0.000583831,0.269749,0.0006885882,0.0001488047,0.0005529198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3078456,"threshold_uncertainty_score":0.3796285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9416290101785421,"score_gpt":0.8033373127610989,"score_spread":0.1382916974174432,"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."}}