{"id":"W2070730818","doi":"10.1186/1748-5908-3-27","title":"Is reporting on interventions a weak link in understanding how and why they work? A preliminary exploration using community heart health exemplars","year":2008,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Western University; University of British Columbia; Douglas College; McGill University; University of Ottawa; Okanagan University College; University of Waterloo","funders":"Canadian Institutes of Health Research; Government of Ontario; Canadian Health Services Research Foundation; Heart and Stroke Foundation of Canada","keywords":"Psychological intervention; Medicine; Intervention (counseling); Health services research; Health administration; Population health; Community health; Health intervention; Health informatics; Public health; Data extraction; Population; Medical education; Nursing; MEDLINE; Environmental health; Political science","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":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"reporting","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01722974,0.0001860044,0.0003271028,0.000918409,0.007456344,0.00009441793,0.000303866,0.00005964488,0.0001061597],"category_scores_gemma":[0.002518111,0.000189148,0.00005690158,0.002020535,0.00039499,0.002088096,0.0002710819,0.0007036005,0.00001421129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290879,"about_ca_system_score_gemma":0.00180376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00420311,"about_ca_topic_score_gemma":0.003882177,"domain_scores_codex":[0.9931654,0.002144997,0.00222883,0.0005102173,0.0009385759,0.001011943],"domain_scores_gemma":[0.9953712,0.001342058,0.002232196,0.0004647161,0.0002363636,0.0003534762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001240815,0.0001193745,0.5374467,0.0005009664,0.000009274834,0.000007036137,0.4403944,0.0001534407,0.002012305,0.003132702,0.01186463,0.004235157],"study_design_scores_gemma":[0.002786926,0.0009185706,0.6335695,0.001558653,0.00001039083,0.0000554916,0.3513726,0.001462326,0.000338213,0.005236561,0.00223684,0.0004539138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8720891,0.00001418974,0.02804276,0.0975062,0.0003080202,0.001799691,0.00003494184,0.00007091108,0.0001341497],"genre_scores_gemma":[0.977181,0.00004439002,0.004360882,0.01810792,0.00005642549,0.0001815527,0.00001330785,0.00001699065,0.00003754751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1050918,"threshold_uncertainty_score":0.9938358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9432909298368319,"score_gpt":0.7336290493172556,"score_spread":0.2096618805195763,"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."}}