{"id":"W3164741852","doi":"10.1186/s13063-021-05322-5","title":"Fidelity is not easy! Challenges and guidelines for assessing fidelity in complex interventions","year":2021,"lang":"en","type":"article","venue":"Trials","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; York University","funders":"Canadian Institutes of Health Research","keywords":"Fidelity; Psychological intervention; Receipt; Computer science; Medicine; Management 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02670473,0.0001405729,0.0007643831,0.000136667,0.0005261806,0.00003903082,0.0001520638,0.0001321551,0.001222638],"category_scores_gemma":[0.06928696,0.0001285919,0.0001546394,0.0002298941,0.00006022879,0.0002950484,0.0001683077,0.0002275349,0.00004281453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453409,"about_ca_system_score_gemma":0.0008808186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004742123,"about_ca_topic_score_gemma":0.002799578,"domain_scores_codex":[0.9912252,0.004100752,0.003364138,0.0004634598,0.0002874778,0.000558949],"domain_scores_gemma":[0.9862719,0.01098039,0.0008424837,0.0003909593,0.00131079,0.0002035169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000359474,0.0003253551,0.01343699,0.009564036,0.0001222133,0.00001198859,0.04113274,0.00001655359,0.01234693,0.02660893,0.4552703,0.4408045],"study_design_scores_gemma":[0.008222655,0.00007748531,0.4442423,0.001663952,0.00006801646,0.000003798046,0.0207682,0.001245788,0.0006313651,0.02026893,0.5023811,0.0004264819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3055909,0.004343378,0.02269656,0.6527324,0.002015565,0.007090607,0.001687931,0.0002016605,0.00364105],"genre_scores_gemma":[0.7458917,0.004166013,0.09672648,0.1468752,0.00190724,0.002056244,0.000141004,0.00005722636,0.002178878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5058571,"threshold_uncertainty_score":0.9996904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9760072898412624,"score_gpt":0.7975185356290952,"score_spread":0.1784887542121671,"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."}}