{"id":"W4410499347","doi":"10.1093/eurjpc/zwaf236.236","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":"European Journal of Preventive Cardiology","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Secondary prevention; Primary prevention; Quality (philosophy); Environmental health; Risk analysis (engineering); Pathology; Internal 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":[0.02315606,0.0001338357,0.0004489219,0.000163912,0.000447567,0.00001259208,0.0007106544,0.00005671879,0.00001923737],"category_scores_gemma":[0.003354163,0.00006848607,0.0003364867,0.0005115418,0.0001642245,0.0001466981,0.0003180172,0.0008238269,0.000005827985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001661944,"about_ca_system_score_gemma":0.004070739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002172543,"about_ca_topic_score_gemma":0.0001314744,"domain_scores_codex":[0.976702,0.0203508,0.002054458,0.0001961192,0.0004064548,0.0002901231],"domain_scores_gemma":[0.994445,0.001264469,0.002268028,0.0004437426,0.001534295,0.00004445458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006805987,0.002445639,0.04437768,0.002762831,0.005991465,0.00000820379,0.2494456,0.002309958,0.008375325,0.03549481,0.5509514,0.09103107],"study_design_scores_gemma":[0.00241076,0.001027976,0.8826514,0.0004567512,0.0001283956,0.000006000353,0.07366011,0.00000681783,0.00004775081,0.003341276,0.03618246,0.00008026671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338155,0.0002384536,0.003331626,0.006339709,0.004418018,0.003160967,0.0000853811,0.000008429301,0.04860192],"genre_scores_gemma":[0.9927586,0.00003544334,0.00005244502,0.0004448779,0.0006885767,0.00003959351,0.000004668649,0.00001142583,0.005964336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8382738,"threshold_uncertainty_score":0.8025474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186947278837801,"score_gpt":0.5153206391755915,"score_spread":0.3966259112918114,"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."}}