{"id":"W2946158128","doi":"10.3747/pdi.2018.00233","title":"A Peritoneal Dialysis Access Quality Improvement Initiative: A Single-Center Experience","year":2019,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Catheter; Peritoneal dialysis; Dialysis catheter; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007653866,0.0004780687,0.0009437082,0.0004394907,0.0006762435,0.0002327179,0.001253733,0.0002948742,0.01568581],"category_scores_gemma":[0.000305992,0.0004457203,0.0007677444,0.0005810183,0.0001712956,0.0009134608,0.0008397909,0.0006813731,0.001079702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119937,"about_ca_system_score_gemma":0.0002462541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156555,"about_ca_topic_score_gemma":0.0007459266,"domain_scores_codex":[0.9944471,0.0005418098,0.001570108,0.001083978,0.001339301,0.001017678],"domain_scores_gemma":[0.9969698,0.0004753032,0.0007688113,0.0007854214,0.0006549847,0.0003456829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008403425,0.003170983,0.8878191,0.0001893786,0.001377582,0.00002177929,0.03420241,0.0001007034,0.04414372,0.001185494,0.001921454,0.02502706],"study_design_scores_gemma":[0.02363851,0.00132029,0.4762059,0.0007785071,0.001121433,0.00002262724,0.03451983,0.01049651,0.01239208,0.001713241,0.4325,0.005291136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638987,0.00004530333,0.0005528232,0.001751521,0.003591856,0.00120915,0.0003989458,0.0001572302,0.02839442],"genre_scores_gemma":[0.9901212,0.0001005263,0.0003430543,0.002997389,0.001459413,0.001116709,0.0005828657,0.00006195627,0.003216834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4305785,"threshold_uncertainty_score":0.9997994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0980471958039447,"score_gpt":0.4318379348083945,"score_spread":0.3337907390044498,"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."}}