{"id":"W4413269025","doi":"10.1016/j.atherosclerosis.2025.119678","title":"A national project to improve the quality of secondary prevention strategies: The results of the bring-up prevention study","year":2025,"lang":"en","type":"article","venue":"Atherosclerosis","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Quality (philosophy); Business; Secondary prevention; Process management; Risk analysis (engineering); Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.006413803,0.0001244924,0.0002295122,0.00007513353,0.0008164681,0.00002290039,0.0005182063,0.0001065835,0.00003975786],"category_scores_gemma":[0.001181449,0.00006432906,0.0001343916,0.00081215,0.00009669721,0.0001453161,0.0002289646,0.0004101744,0.000008268786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018704,"about_ca_system_score_gemma":0.003784704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230661,"about_ca_topic_score_gemma":0.004554126,"domain_scores_codex":[0.995616,0.002175708,0.00117379,0.0002468012,0.0004800234,0.0003076834],"domain_scores_gemma":[0.9969661,0.001026038,0.0007828478,0.0006666967,0.0005260662,0.00003223844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001432184,0.005026873,0.08666481,0.003347558,0.0008950455,2.115728e-8,0.4742008,0.0002901051,0.02098244,0.09013885,0.2791491,0.03787217],"study_design_scores_gemma":[0.00129698,0.0002514755,0.8950523,0.000339091,0.00003659978,3.568204e-8,0.09081594,0.00004302674,0.0001967659,0.003584572,0.008310568,0.00007267181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725927,0.00002531298,0.0001945211,0.0116961,0.001455811,0.004604956,0.00012032,0.00002327781,0.009287005],"genre_scores_gemma":[0.9882927,0.00001590621,0.00003117262,0.001132324,0.0001662465,0.0007324326,0.000008769627,0.00001051916,0.009609954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8083875,"threshold_uncertainty_score":0.9942705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1680871982915301,"score_gpt":0.5308118173541627,"score_spread":0.3627246190626326,"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."}}