{"id":"W2887350754","doi":"10.1186/s13063-018-2796-z","title":"Comparison of registered and published intervention fidelity assessment in cluster randomised trials of public health interventions in low- and middle-income countries: systematic review","year":2018,"lang":"en","type":"review","venue":"Trials","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"Fonds de recherche du Québec","keywords":"Medicine; Psychological intervention; CRTS; Protocol (science); CINAHL; Public health; Family medicine; Clinical trial; MEDLINE; Fidelity; Alternative medicine; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"reporting","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1305782,0.002717937,0.0247226,0.02023588,0.00185962,0.008184464,0.004941679,0.004236714,0.007344224],"category_scores_gemma":[0.4534516,0.00274604,0.02357213,0.01881174,0.003442299,0.007696729,0.004900362,0.003461077,0.0005399851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01237241,"about_ca_system_score_gemma":0.02983036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006797751,"about_ca_topic_score_gemma":0.01582638,"domain_scores_codex":[0.7427117,0.1225673,0.09830689,0.008486693,0.02612655,0.00180096],"domain_scores_gemma":[0.5613672,0.3479035,0.05841545,0.01042597,0.02040244,0.001485366],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001006119,0.00003020026,0.0008014058,0.9448594,0.03704282,0.00003453701,0.0003449447,0.0001325899,0.00006038668,0.000315164,0.0004659655,0.01490647],"study_design_scores_gemma":[0.003172752,0.0006060406,0.003878291,0.7895581,0.1935846,0.000157496,0.0005962508,0.0002748377,0.0003180851,0.0009662599,0.006794272,0.00009296428],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006647817,0.965306,0.003377001,0.0007320825,0.000733276,0.01962518,0.002185415,0.0001196619,0.001273435],"genre_scores_gemma":[0.1755715,0.7107129,0.02255794,0.002492217,0.0004702139,0.08507693,0.00237926,0.0001551388,0.0005838505],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8694218,"threshold_uncertainty_score":0.6905719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8833518006797548,"score_gpt":0.7452771519381999,"score_spread":0.138074648741555,"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."}}