{"id":"W3175075345","doi":"10.22605/rrh6497","title":"Psychosocial predictors of adverse outcomes in rural heart failure caregivers","year":2021,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Heart failure; Medicine; Adverse effect; Gerontology; Psychology; Nursing; Psychiatry; 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":[0.0001076941,0.0001231626,0.0004336621,0.00008296914,0.00005653328,0.000002877542,0.00002300158,0.00006559124,0.00005486091],"category_scores_gemma":[0.00001701442,0.00009151611,0.0000986681,0.0001681568,0.00005210991,0.00004834686,0.00003008332,0.0001226437,0.000007367375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009166877,"about_ca_system_score_gemma":0.0001794534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537541,"about_ca_topic_score_gemma":0.00106878,"domain_scores_codex":[0.9990815,0.00005835514,0.0002602295,0.0001444072,0.000191722,0.0002638039],"domain_scores_gemma":[0.9995659,0.00002134647,0.00005384424,0.0001399602,0.00003709055,0.0001818663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000227839,0.0003940496,0.9251135,0.0008169145,0.0002448037,0.0001126527,0.003732008,0.000002200139,0.0004210886,0.000372014,0.03211766,0.03644525],"study_design_scores_gemma":[0.005175547,0.0005958825,0.8988928,0.0005925904,0.00006829943,0.00004877559,0.009976317,0.00004311488,0.0001315355,0.00009060069,0.08422182,0.000162742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038667,0.0004216046,0.00000672773,0.09463087,0.0002428381,0.0003933742,0.000009111813,0.00003195598,0.0003967891],"genre_scores_gemma":[0.993468,0.0006651807,0.002396583,0.001161097,0.00009804517,0.0000015688,0.00004617793,0.00001136102,0.002151926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09346978,"threshold_uncertainty_score":0.3731919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000644566077626,"score_gpt":0.2851769000020278,"score_spread":0.2751704543412515,"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."}}