{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4420268,0.002520818,0.004850417,0.01101284,0.006653383,0.01766252,0.01041847,0.009938971,0.003696261],"category_scores_gemma":[0.6902778,0.002718959,0.006486705,0.009628313,0.02341319,0.02042506,0.01305906,0.02287703,0.002254297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01363608,"about_ca_system_score_gemma":0.04475956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01801646,"about_ca_topic_score_gemma":0.02841745,"domain_scores_codex":[0.2882705,0.5293127,0.1081298,0.007495931,0.06369586,0.003095353],"domain_scores_gemma":[0.1839872,0.6249463,0.03405457,0.04570163,0.1063616,0.004948616],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002888093,0.0004707353,0.01027273,0.02382372,0.0005752277,0.0003847548,0.03815339,0.001428348,0.0007053835,0.2147721,0.1084213,0.6007035],"study_design_scores_gemma":[0.0005997747,0.001081809,0.01683051,0.198753,0.001164167,0.002096512,0.0201061,0.007275163,0.00264146,0.3445608,0.4038872,0.00100357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007417209,0.07785263,0.5830392,0.2488327,0.007682854,0.03030945,0.001746159,0.001623946,0.04149589],"genre_scores_gemma":[0.03415719,0.02023328,0.898582,0.01835066,0.0007379805,0.02566429,0.0005024071,0.000322251,0.001449947],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5579731,"threshold_uncertainty_score":0.6880803,"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."}}