{"id":"W2097525960","doi":"10.1111/j.1542-4758.2007.00176.x","title":"A case management model to improve hemodialysis outpatient outcomes","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Quality management; Emergency medicine; Cohort; Intensive care medicine; Operations management; Internal medicine; Management system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006214807,0.0006670986,0.0004597359,0.001682114,0.0007453003,0.002235618,0.002358024,0.001039757,0.005997811],"category_scores_gemma":[0.02099545,0.0003115783,0.0007275472,0.001108515,0.0005703108,0.002137022,0.001355432,0.001379913,0.001335345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658115,"about_ca_system_score_gemma":0.003536106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002557925,"about_ca_topic_score_gemma":0.002990674,"domain_scores_codex":[0.9954573,0.003041824,0.0002133949,0.0003796176,0.0006967172,0.0002112532],"domain_scores_gemma":[0.9887649,0.006924118,0.001205976,0.0004813051,0.001510638,0.001113126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001317077,0.008918677,0.06860756,0.0004985171,0.0003935386,0.001614298,0.001731648,0.1458588,0.001408966,0.05962836,0.0830942,0.6269284],"study_design_scores_gemma":[0.001793839,0.003544955,0.01685988,0.0004673376,0.0003481955,0.002931939,0.0007927807,0.8528246,0.001892066,0.07287695,0.04550151,0.000166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1603947,0.001592227,0.7653154,0.02540218,0.001076861,0.00451863,0.0007916467,0.00365305,0.03725523],"genre_scores_gemma":[0.5888858,0.001150994,0.3961204,0.002203205,0.0007272476,0.003926388,0.001009361,0.000145721,0.005830834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006214807,"threshold_uncertainty_score":0.03286749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08391510496379853,"score_gpt":0.3983767515786436,"score_spread":0.314461646614845,"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."}}