{"id":"W4383868151","doi":"","title":"Psychosocial predictors of nonadherence to medical management among patients on maintenance dialysis","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Medicine; Dialysis; Intensive care medicine; Psychology; Clinical psychology; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001800604,0.000248131,0.0009771825,0.0008374954,0.0001273137,0.0001541035,0.002062556,0.0001762729,0.007359568],"category_scores_gemma":[0.0005047266,0.0001698838,0.0002440018,0.0007932743,0.0001315095,0.0007644955,0.0004887531,0.0001980851,0.0001610029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002302881,"about_ca_system_score_gemma":0.00006184353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003409432,"about_ca_topic_score_gemma":0.0001724683,"domain_scores_codex":[0.9967294,0.00007803708,0.001741322,0.0005448108,0.0004485225,0.0004579533],"domain_scores_gemma":[0.9972204,0.00008392354,0.001413531,0.0005042982,0.0001900385,0.0005878411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009078728,0.0002537844,0.9419677,0.00009816779,0.0002100206,0.000007445525,0.0001251166,0.000005340287,0.00003135873,0.001388228,0.01754268,0.03827939],"study_design_scores_gemma":[0.0007573665,0.00003908981,0.9762052,0.0009369501,0.000007206893,3.712699e-7,0.00002268748,0.000005600775,0.0001527914,0.00359815,0.01802602,0.0002486019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698837,0.0007015882,0.0007399668,0.0006819475,0.002012366,0.0007605002,0.0002621756,0.00001629399,0.02494146],"genre_scores_gemma":[0.993318,0.004431641,0.00005411254,0.0003622338,0.0002249252,0.00007988985,0.000004226475,0.00003575437,0.001489205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03803079,"threshold_uncertainty_score":0.9935479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1541760926473983,"score_gpt":0.472293761010835,"score_spread":0.3181176683634367,"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."}}