{"id":"W4412856037","doi":"10.1080/17437199.2025.2534001","title":"Addressing fidelity within complex health behaviour change interventions: a scoping review of fidelity frameworks and models","year":2025,"lang":"en","type":"review","venue":"Health Psychology Review","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Fidelity; Terminology; CLARITY; Context (archaeology); Computer science; Consistency (knowledge bases); Construct (python library); Psychological intervention; Data science; Management science; Psychology; Artificial intelligence; 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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03607675,0.0009811145,0.01069967,0.0006762778,0.00148797,0.00001685978,0.001106544,0.001097292,0.0009886912],"category_scores_gemma":[0.005093172,0.0008603365,0.000995414,0.00246559,0.0004138623,0.0003751306,0.0006901973,0.004963248,0.0000922383],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009148633,"about_ca_system_score_gemma":0.01246694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006404841,"about_ca_topic_score_gemma":0.0005731759,"domain_scores_codex":[0.9549209,0.02500036,0.0154104,0.001853608,0.0007825599,0.002032111],"domain_scores_gemma":[0.977832,0.003630576,0.01424096,0.002359107,0.0008204929,0.00111683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001732104,0.00004168852,0.00001777949,0.5965331,0.00002011553,8.281528e-7,0.0003164569,1.056451e-8,1.13998e-9,0.0001649204,0.03879995,0.3641034],"study_design_scores_gemma":[0.0002444042,0.0001189294,0.0001137396,0.673251,0.0002429805,0.00002340624,0.00003027903,0.000002367559,3.546756e-10,0.0001295962,0.3255643,0.0002790686],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.133342e-7,0.8940181,0.002463805,0.07070976,0.001199153,0.02956175,0.001662179,0.0001360162,0.0002491786],"genre_scores_gemma":[2.117345e-7,0.6069371,0.003552124,0.3835484,0.0001446159,0.005319425,0.0004119648,0.00005099891,0.00003521234],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3638243,"threshold_uncertainty_score":0.9999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9497640641026256,"score_gpt":0.8087143227230548,"score_spread":0.1410497413795708,"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."}}