{"id":"W2177552790","doi":"10.3747/pdi.2015.00013","title":"Peritoneal Dialysis University for Surgeons: A Peritoneal Access Training Program","year":2015,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Toronto Western Hospital; University Health Network","funders":"","keywords":"Peritoneal dialysis; Medicine; Urology; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007548514,0.0004288414,0.000897862,0.0007727232,0.0002704388,0.0004106432,0.0007230661,0.0001817356,0.0004792354],"category_scores_gemma":[0.0005121533,0.0004095474,0.001163995,0.0007953284,0.0002584421,0.0005347201,0.0003666375,0.0002393336,0.00005514773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466226,"about_ca_system_score_gemma":0.0004872523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000649094,"about_ca_topic_score_gemma":0.0002764544,"domain_scores_codex":[0.9964019,0.0001442528,0.0006522578,0.0008976032,0.001264976,0.0006390074],"domain_scores_gemma":[0.9975982,0.0001464825,0.0002714854,0.0004899291,0.0007051184,0.0007888147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01283448,0.01253263,0.1287842,0.0006311451,0.02078054,0.001502533,0.01658642,0.002275825,0.002476693,0.01208096,0.06690203,0.7226126],"study_design_scores_gemma":[0.01033064,0.0008775689,0.05735741,0.0002010104,0.004915277,0.00007466872,0.006938395,0.05617854,0.0005137248,0.0005291807,0.8606563,0.001427276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247788,0.0003280169,0.005984162,0.01171813,0.00334957,0.002782597,0.0006292409,0.0007344327,0.04969508],"genre_scores_gemma":[0.9863827,0.0001128208,0.004960916,0.0004670788,0.001606841,0.0002670781,0.001703255,0.00006479517,0.004434486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7937543,"threshold_uncertainty_score":0.9998356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08247266121419759,"score_gpt":0.3519436455246493,"score_spread":0.2694709843104517,"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."}}