{"id":"W2188793872","doi":"10.1177/089686080902900206","title":"Increasing PD Utilization: Should Suitable Patients be Forced?","year":2008,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Peritoneal dialysis; Medicine; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002118547,0.0001916999,0.0003282177,0.0003052291,0.0002069791,0.00006150807,0.0001949903,0.00008202466,0.001964401],"category_scores_gemma":[0.0003324242,0.0001674718,0.0003313432,0.0003251946,0.00009811154,0.0002136695,0.000140828,0.0001225645,0.0000914599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001735309,"about_ca_system_score_gemma":0.00006774014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000214049,"about_ca_topic_score_gemma":0.00001765425,"domain_scores_codex":[0.9978678,0.00006326612,0.000419944,0.000375393,0.001017968,0.0002556798],"domain_scores_gemma":[0.9990526,0.0000568464,0.0001178731,0.0002664431,0.0002992447,0.0002070181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000896598,0.002457391,0.946523,0.00006954496,0.001910977,0.0001690817,0.001166105,0.0002871542,0.00123765,0.003173263,0.02772166,0.01438758],"study_design_scores_gemma":[0.003103723,0.000147888,0.7937523,0.00008040199,0.0006709185,0.00004416384,0.0001498902,0.008427573,0.001004876,0.00009870218,0.1920988,0.0004207439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254522,0.00009976482,0.0008981757,0.001645979,0.0006501726,0.0002632585,0.00005217214,0.00008860746,0.07084969],"genre_scores_gemma":[0.9903048,0.0001915296,0.000829629,0.001611702,0.0005892037,0.00004360161,0.001346273,0.00002727395,0.005055969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643772,"threshold_uncertainty_score":0.9989479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07222045362417885,"score_gpt":0.3161646768299698,"score_spread":0.243944223205791,"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."}}