{"id":"W4397042978","doi":"10.1681/asn.20233411s1911a","title":"Healthcare Resource Utilization (HCRU) in Prevalent Dialysis Patients Undergoing Peritoneal Dialysis in the United States","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GlaxoSmithKline (Canada)","funders":"","keywords":"Peritoneal dialysis; Medicine; Intensive care medicine; Health care; Dialysis; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085692,0.0002878135,0.0003390496,0.001449978,0.0003906569,0.0008250598,0.0005547112,0.0005639016,0.001348107],"category_scores_gemma":[0.003083585,0.000324119,0.0005912689,0.002431069,0.0002749843,0.0009076725,0.0009818953,0.0009633918,0.0002081463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000763061,"about_ca_system_score_gemma":0.0007040999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0218088,"about_ca_topic_score_gemma":0.02465409,"domain_scores_codex":[0.9990193,0.0002155707,0.0002178339,0.0002013574,0.0001916832,0.000154207],"domain_scores_gemma":[0.9968066,0.0003452462,0.002029808,0.0001484127,0.0002805497,0.0003893679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002392799,0.000026662,0.9993321,0.000009164724,0.00004509904,0.000013931,0.00002806578,0.00003037231,0.00002097964,0.000009191411,0.0001667973,0.0002935788],"study_design_scores_gemma":[0.000004218941,0.00002771384,0.9994113,0.00001007618,0.00001420675,0.00008177074,0.00009499658,0.0001860223,0.00001411294,0.00001237566,0.0001403373,0.000002925093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940288,0.0004239585,0.00007932301,0.0001033541,0.00001046366,0.00002173573,0.004902456,0.000006206934,0.0004237554],"genre_scores_gemma":[0.9965177,0.0001803232,0.00009931058,0.00007899448,0.00001683754,0.00003278866,0.002972598,0.000002330513,0.00009911038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0218088,"threshold_uncertainty_score":0.04336375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059108873360128,"score_gpt":0.3083993300415795,"score_spread":0.2778082413079783,"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."}}