{"id":"W4409429407","doi":"10.1016/j.ajpc.2025.100993","title":"Implementation strategies for improving the care of familial hypercholesterolaemia from the International Atherosclerosis Society: next steps in implementation science and practice","year":2025,"lang":"en","type":"article","venue":"American Journal of Preventive Cardiology","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Heart, Lung, and Blood Institute; William Raveis Charitable Fund; Sanofi; National Health and Medical Research Council; Amgen","keywords":"Medicine; Engineering ethics; Sociology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2766292,0.002165653,0.00178999,0.005774557,0.00415262,0.01189887,0.005837998,0.01484039,0.005781208],"category_scores_gemma":[0.3462591,0.001285272,0.004026588,0.003407593,0.00419124,0.008853152,0.01551611,0.01468941,0.002320979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01641738,"about_ca_system_score_gemma":0.1363054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01693017,"about_ca_topic_score_gemma":0.02351538,"domain_scores_codex":[0.7826172,0.1572736,0.01951904,0.003483078,0.02873489,0.008372224],"domain_scores_gemma":[0.7215167,0.1435972,0.01553987,0.01110104,0.07979945,0.02844579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002244472,0.001468733,0.007358915,0.01285049,0.0004378578,0.0005053188,0.01754069,0.003768945,0.0006592713,0.05302348,0.2250157,0.6771462],"study_design_scores_gemma":[0.001356629,0.002046856,0.01690303,0.1213874,0.0009985757,0.0007630633,0.0237222,0.006355956,0.001779003,0.08838183,0.7357776,0.0005279444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007318432,0.02143731,0.03964538,0.8949928,0.004955919,0.00633585,0.0003850433,0.000742143,0.02418714],"genre_scores_gemma":[0.1105014,0.04772175,0.6382799,0.1758291,0.002054426,0.01586072,0.001793095,0.0002877509,0.007671971],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2766292,"threshold_uncertainty_score":0.892045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257858415130849,"score_gpt":0.3701206961930936,"score_spread":0.3443348546800087,"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."}}