{"id":"W2559667227","doi":"10.3747/pdi.2016.00201","title":"Evaluation of A 12-Month Pilot of Long-Term and Temporary Assisted Peritoneal Dialysis","year":2016,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Peritoneal dialysis; Cohort; Respite care; Dialysis; Population; Intensive care medicine; Emergency medicine; Surgery; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001224624,0.0002328319,0.0006452039,0.0005591004,0.0000513517,0.00003283058,0.000210687,0.00007635434,0.001730227],"category_scores_gemma":[0.0004054087,0.0001617388,0.000409201,0.000274209,0.000273278,0.0002000612,0.0001643148,0.00006931767,0.00001238474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785489,"about_ca_system_score_gemma":0.0001677332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002394414,"about_ca_topic_score_gemma":0.0001252279,"domain_scores_codex":[0.9962091,0.0002344876,0.0008173706,0.0004724883,0.002065951,0.0002005433],"domain_scores_gemma":[0.9980683,0.0001227656,0.000439296,0.0004132348,0.000769808,0.0001866166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001379548,0.002716095,0.5409767,0.0001612523,0.006282985,0.0000455912,0.0005815302,0.0000191179,0.07619172,0.0004979207,0.0004610035,0.3706866],"study_design_scores_gemma":[0.003704387,0.0003895487,0.9852828,0.000269278,0.004101822,0.00001111872,0.00009324642,0.001075404,0.004624279,0.00008183148,0.0001587286,0.0002075825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882514,0.000555777,0.0006257592,0.001073737,0.0003724582,0.0004184949,0.0001131292,0.00002627416,0.008562952],"genre_scores_gemma":[0.9979017,0.0002083936,0.0002576214,0.00005576242,0.000351669,0.00010862,0.0002129554,0.00002499391,0.000878329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443061,"threshold_uncertainty_score":0.9991823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04627653676351046,"score_gpt":0.3216880767521381,"score_spread":0.2754115399886276,"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."}}