{"id":"W4412093572","doi":"10.1038/s41598-024-80008-x","title":"Cognition, mood, self-care, and medication adherence in hospitalized patients with heart failure: a cross-sectional study","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Medical Research Council; Medical Research Council; Shandong First Medical University","keywords":"Cross-sectional study; Mood; Cognition; Medication adherence; Medicine; Heart failure; Psychiatry; Clinical psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006209282,0.0001158466,0.000191588,0.0002134289,0.0001961261,0.0001334752,0.00006266507,0.00005872158,0.0002356797],"category_scores_gemma":[0.0002209179,0.00009422682,0.00002508257,0.0007584228,0.0002315178,0.0001660259,0.00003676174,0.0001381591,0.00003842717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006354142,"about_ca_system_score_gemma":0.000428471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002998179,"about_ca_topic_score_gemma":0.00004018669,"domain_scores_codex":[0.997881,0.0000396067,0.000504063,0.0006891333,0.000713515,0.0001727047],"domain_scores_gemma":[0.9985514,0.00002552738,0.0001866563,0.0004742982,0.0006470608,0.0001150499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004112273,0.0005077393,0.9954987,0.00006285049,0.00001973398,0.00001153491,0.0002638121,5.849765e-7,0.00006269193,0.00001226429,0.003346234,0.0001727632],"study_design_scores_gemma":[0.001942484,0.0002432311,0.993754,0.0001707618,0.00003362735,0.0000204923,0.000316423,0.00001575144,0.0001396008,0.0005734674,0.002701346,0.0000888434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956467,0.0000812815,0.00008407157,0.0001742459,0.001024949,0.001327222,0.000001725512,0.00006537535,0.001594409],"genre_scores_gemma":[0.9976213,0.000002277495,0.000791275,0.0001130333,0.00001744876,0.0002375035,0.0001332696,0.000005917953,0.001078006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001974548,"threshold_uncertainty_score":0.3842458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216044192484151,"score_gpt":0.2999264806655031,"score_spread":0.2877660387406616,"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."}}