{"id":"W4397046327","doi":"10.1681/asn.20223311s1464a","title":"Evaluating Home Dialysis Training Requirements: A Survey of Nephrology Program Directors and Division Chiefs","year":2022,"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":"St. Michael's Hospital","funders":"","keywords":"Nephrology; Home dialysis; Dialysis; Medicine; Training (meteorology); Division (mathematics); Medical education; Internal medicine; Geography","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":[0.007317165,0.0001463542,0.000287412,0.001311933,0.0005942567,0.0007817511,0.0006677554,0.0005097193,0.002250839],"category_scores_gemma":[0.01824953,0.0003181184,0.0002795825,0.00134343,0.0004165519,0.0008598525,0.001105523,0.0005615087,0.0003804486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112952,"about_ca_system_score_gemma":0.002208208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01011933,"about_ca_topic_score_gemma":0.01366274,"domain_scores_codex":[0.9957049,0.001520084,0.0005485566,0.0003341715,0.001256676,0.0006356562],"domain_scores_gemma":[0.9760723,0.005217788,0.008993379,0.0005707004,0.004016173,0.005129724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003398548,0.0001006723,0.9920167,0.0000354717,0.0000135441,0.00005197262,0.001164589,0.00003640859,0.0001315762,0.00001725251,0.001520362,0.004877498],"study_design_scores_gemma":[0.000008813123,0.0001195602,0.9943476,0.00002877186,0.000006082821,0.00010795,0.003571084,0.0001596494,0.00006989999,0.000007395633,0.001568547,0.00000463993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968466,0.0002652989,0.0001258681,0.0007804916,0.00001835282,0.00007709367,0.0004771889,0.00001357652,0.001395523],"genre_scores_gemma":[0.9979314,0.000353047,0.0003054662,0.0004686722,0.00003213259,0.00006643294,0.0004774966,0.000006188945,0.0003591797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01011933,"threshold_uncertainty_score":0.03869736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06863881336758297,"score_gpt":0.3639739061141448,"score_spread":0.2953350927465618,"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."}}