{"id":"W2084684341","doi":"10.1053/ajkd.2002.33924","title":"An analysis of dialysis training in the United States and Canada","year":2002,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Peritoneal dialysis; Hemodialysis; Nephrology; Dialysis; Training (meteorology); End stage renal disease; Family medicine; Internal medicine; Intensive care medicine; Emergency medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000208927,0.0001022851,0.0005837195,0.0007263257,0.00003186934,0.00002192032,0.0001390662,0.000007437754,0.0001519386],"category_scores_gemma":[0.000521635,0.0000609485,0.0002059714,0.001661062,0.0001756418,0.00005923912,0.00001127337,0.00007356669,1.137727e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004191522,"about_ca_system_score_gemma":0.0002603202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1248087,"about_ca_topic_score_gemma":0.01779617,"domain_scores_codex":[0.9986617,0.0002012665,0.0004233428,0.0001078838,0.0004609014,0.0001449203],"domain_scores_gemma":[0.9984919,0.0001836732,0.0003710825,0.000191671,0.0001140522,0.0006475928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003739982,0.001236142,0.8984571,0.00008220354,0.007879608,0.0006629296,0.008567659,0.009167807,0.00007652138,0.00007519813,0.01012175,0.06329906],"study_design_scores_gemma":[0.0008780385,0.000764986,0.9049984,0.0001455491,0.01930228,0.00001174658,0.04662798,0.02233735,0.000008679126,0.00002164588,0.004737378,0.0001659597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960542,0.0003755719,0.00004578116,0.003234847,0.00001723039,0.00005465346,0.00009027031,0.000002340814,0.0001250632],"genre_scores_gemma":[0.9945484,0.0008192422,0.00006378994,0.004446421,0.00004206035,0.000001904557,0.00006052468,0.000006436208,0.00001117261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070125,"threshold_uncertainty_score":0.9930681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138782688469097,"score_gpt":0.2497037065193973,"score_spread":0.2383158796347064,"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."}}