{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004558989,0.0002677055,0.0003402147,0.0006637697,0.001385419,0.001768975,0.0007526958,0.0004713673,0.001148821],"category_scores_gemma":[0.008118267,0.0002228556,0.0003021749,0.001647525,0.0009396524,0.001115295,0.002687546,0.0007810932,0.000139616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004485807,"about_ca_system_score_gemma":0.007463416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01881808,"about_ca_topic_score_gemma":0.04576058,"domain_scores_codex":[0.9970522,0.0009720841,0.0002484683,0.0003343098,0.0007012538,0.0006917455],"domain_scores_gemma":[0.9846975,0.001571581,0.002651763,0.000550414,0.001607931,0.008920926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002246408,0.001382462,0.9472008,0.0001198137,0.00005358072,0.0009691986,0.006179729,0.0001779334,0.0005072972,0.0002191125,0.00255081,0.0404146],"study_design_scores_gemma":[0.0001798772,0.002314406,0.9778141,0.0001850436,0.00004515766,0.001883011,0.01148675,0.0009454837,0.0003965916,0.0001249207,0.004584,0.00004056675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961872,0.0006058725,0.0004742256,0.001192312,0.00002391651,0.0001337885,0.0002030338,0.00002463333,0.001155075],"genre_scores_gemma":[0.9976532,0.0003884572,0.00105333,0.0004326793,0.00003291775,0.00006637694,0.0001932616,0.000009243219,0.0001705606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01881808,"threshold_uncertainty_score":0.03741711,"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."}}