{"id":"W4220654331","doi":"10.1177/08968608221082838","title":"Optimising PD peritonitis prevention and treatment: An infectious goal","year":2022,"lang":"en","type":"letter","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Peritoneal dialysis; Medicine; Intensive care medicine; Peritonitis; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001909066,0.0004477307,0.0006976913,0.0007955852,0.0002834117,0.0003770191,0.0002213111,0.0002832074,0.005586208],"category_scores_gemma":[0.00005108628,0.0004145326,0.0006387375,0.0002358019,0.0001174366,0.0002285121,0.0002074792,0.0006178889,0.00003334404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007617167,"about_ca_system_score_gemma":0.0001444694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004902939,"about_ca_topic_score_gemma":0.00006164951,"domain_scores_codex":[0.9969799,0.0002091564,0.0005160264,0.0008437994,0.001109364,0.0003417743],"domain_scores_gemma":[0.9989592,0.00005532161,0.0002550604,0.0004257397,0.0001251484,0.0001795733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001318259,0.005287213,0.01201573,0.000556234,0.02191031,0.00830188,0.003455773,0.0006082644,0.0008697876,0.0004779835,0.4978762,0.4473223],"study_design_scores_gemma":[0.001592717,0.0009790224,0.003922896,0.00008155021,0.002607981,0.000176343,0.0001162889,0.002331479,0.00003190237,0.0001267481,0.9875735,0.0004595906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.346824,0.001798982,0.0006276266,0.5365669,0.007390077,0.002869485,0.001523774,0.0006971489,0.1017019],"genre_scores_gemma":[0.4203623,0.006053749,0.003273546,0.3485188,0.04783371,0.002426791,0.07950132,0.0005809126,0.0914489],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4896972,"threshold_uncertainty_score":0.9998307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785350970090635,"score_gpt":0.2937677067938233,"score_spread":0.275914197092917,"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."}}