{"id":"W4407809819","doi":"10.1177/20543581241311077","title":"Shared Decision-Making Aid for Stroke-Prevention Strategies in Patients With Atrial Fibrillation Receiving Maintenance Hemodialysis (SIMPLIFY-HD): A Mixed-Methods Study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré de Santé et de Services Sociaux des Laurentides; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Medicine; Atrial fibrillation; Decision aids; Stroke (engine); Hemodialysis; McNemar's test; Physical therapy; Emergency medicine; Intensive care medicine; Internal medicine; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.04755409,0.0009769873,0.002362423,0.00224261,0.002094815,0.002429061,0.001438103,0.001273591,0.00263815],"category_scores_gemma":[0.07602552,0.001058258,0.004759519,0.002327119,0.001076497,0.002633107,0.002356288,0.001338972,0.0002075524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004141198,"about_ca_system_score_gemma":0.009001736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004144539,"about_ca_topic_score_gemma":0.008059551,"domain_scores_codex":[0.9478266,0.04000741,0.006414978,0.002189355,0.002399996,0.001161693],"domain_scores_gemma":[0.8997189,0.080769,0.009725905,0.002605106,0.005505045,0.001675972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02030925,0.03110953,0.2783861,0.03711399,0.01064509,0.0009145141,0.2336438,0.00160686,0.001228293,0.003194937,0.003168124,0.3786795],"study_design_scores_gemma":[0.03270384,0.1430278,0.3687235,0.03152322,0.01870221,0.001581076,0.3303612,0.02329383,0.005779906,0.01044247,0.03212577,0.001735303],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809223,0.003924065,0.003912583,0.0006613074,0.00006166642,0.009153216,0.0004785515,0.00001680469,0.0008695715],"genre_scores_gemma":[0.9572133,0.001991097,0.01781835,0.001002166,0.00006801511,0.0210772,0.0003269341,0.00001197257,0.000490883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04755409,"threshold_uncertainty_score":0.2514931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969858890259388,"score_gpt":0.4262573966678195,"score_spread":0.3765588077652256,"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."}}