{"id":"W4394014111","doi":"10.1161/circheartfailure.123.011445","title":"Qualitative Analysis of Patient Decisional Needs for Medications to Treat Heart Failure","year":2024,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Centre for Advancing Health Outcomes; University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Decision aids; Pharmacotherapy; Thematic analysis; Heart failure; Quality of life (healthcare); Medicine; Guideline; Qualitative research; Informed consent; Psychology; Family medicine; Nursing; Internal medicine; Alternative medicine","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":[0.02188078,0.0005931454,0.0005895385,0.001774961,0.007779874,0.003759637,0.001858188,0.001649617,0.005122577],"category_scores_gemma":[0.03867747,0.0005047967,0.0004578153,0.001978783,0.00822879,0.003948444,0.005385268,0.002175892,0.0003744146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01095031,"about_ca_system_score_gemma":0.009786029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506162,"about_ca_topic_score_gemma":0.01806653,"domain_scores_codex":[0.9798107,0.016103,0.0005377058,0.0006709676,0.001327428,0.001550084],"domain_scores_gemma":[0.9376636,0.05380908,0.001963902,0.0007821642,0.003970139,0.001811163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000512058,0.00002177463,0.00116388,0.0002526495,0.00000421251,0.0003866437,0.9901752,0.00007416493,0.0003947252,0.002746331,0.000905092,0.003824049],"study_design_scores_gemma":[0.000008724722,0.00001839863,0.000576136,0.0002276177,0.000003733217,0.0001163688,0.9889675,0.000172239,0.0002525149,0.001037789,0.008607741,0.00001123533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500498,0.001033703,0.01432019,0.0110166,0.0001926819,0.001058011,0.001292347,0.00005100072,0.02098579],"genre_scores_gemma":[0.9883779,0.0005738018,0.004783979,0.001501457,0.00002557487,0.000969926,0.0002612645,0.00003077225,0.003475457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02188078,"threshold_uncertainty_score":0.115718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.229193768590873,"score_gpt":0.4731523582007506,"score_spread":0.2439585896098776,"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."}}