{"id":"W4413923613","doi":"10.1016/j.cjco.2025.08.015","title":"Translating Cardiovascular Clinical Practice Guidelines on Nutrition Therapy: Validation of the Portfolio Diet Toolkit for Healthcare Providers","year":2025,"lang":"en","type":"article","venue":"CJC Open","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; The Wilson Centre; University of Toronto; Dalhousie University; University of British Columbia; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; University of Toronto; Canada Research Chairs; Canadian Cardiovascular Society","keywords":"Portfolio; Health care; Clinical Practice; Medicine; Family medicine; Business; Political science; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1211736,0.0005554559,0.0007591651,0.001615391,0.002406982,0.003065638,0.002622041,0.001098796,0.003910118],"category_scores_gemma":[0.2072031,0.0006778557,0.001035636,0.00172613,0.001401989,0.001412472,0.005042504,0.002414069,0.001027129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01311159,"about_ca_system_score_gemma":0.08927951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09053291,"about_ca_topic_score_gemma":0.2049029,"domain_scores_codex":[0.9357837,0.03955339,0.00771832,0.001891672,0.01279345,0.002259445],"domain_scores_gemma":[0.8127968,0.06822888,0.01267979,0.01493925,0.08318795,0.008167299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001055221,0.006170398,0.1097457,0.005010951,0.0002111437,0.0005162889,0.04565343,0.002115992,0.002159151,0.001563579,0.05320961,0.7725886],"study_design_scores_gemma":[0.006450306,0.00763408,0.6919193,0.01860526,0.0007963504,0.0008907337,0.0419465,0.01290839,0.007893248,0.005179397,0.2049933,0.0007831362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7128471,0.002617244,0.03908521,0.02191624,0.001052126,0.1632662,0.008056507,0.001479984,0.04967945],"genre_scores_gemma":[0.6294342,0.002545126,0.2752826,0.003445294,0.0002071652,0.08016825,0.004754191,0.0002350217,0.003928236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1211736,"threshold_uncertainty_score":0.6408348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4106004361213194,"score_gpt":0.5801752360317144,"score_spread":0.169574799910395,"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."}}