{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00578195,0.000204668,0.001058093,0.002165923,0.0001954836,0.00009781265,0.0001579759,0.0001902099,0.0009956372],"category_scores_gemma":[0.002342344,0.0002454578,0.0004829812,0.002195728,0.00006232459,0.000410514,0.00003239204,0.0001269306,0.0007985267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000427761,"about_ca_system_score_gemma":0.0002272896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002399231,"about_ca_topic_score_gemma":0.0001394653,"domain_scores_codex":[0.9954063,0.0002677616,0.00317772,0.0006083732,0.0002204206,0.0003194212],"domain_scores_gemma":[0.9951733,0.003203127,0.0005684049,0.0005324549,0.0002546128,0.0002681144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003153665,0.0002125527,0.02787474,0.0007237162,0.001576757,3.188161e-7,0.09714915,0.030656,0.0002331006,0.3952601,0.4458606,0.0004214423],"study_design_scores_gemma":[0.0005159148,0.0001641504,0.02459422,0.0002094781,0.0003084465,0.000004166372,0.01761721,0.0503618,0.00004550963,0.01697131,0.8886628,0.0005450435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.525358,0.001795386,0.1336843,0.3331043,0.0006116357,0.002111922,0.002930448,0.0001447199,0.0002591982],"genre_scores_gemma":[0.9667499,0.000003703122,0.02701202,0.004826429,0.0002127953,0.0004187548,0.0005278726,0.00003718228,0.0002113696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4428022,"threshold_uncertainty_score":0.9999998,"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."}}