{"id":"W4311503212","doi":"10.1177/08968608221136389","title":"PD effluent specimen collection: Your questions answered","year":2022,"lang":"en","type":"review","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Peritoneal dialysis; Effluent; Medicine; Nephrology; Dialysis; Staffing; Intensive care medicine; Nursing; Internal medicine; Waste management; Engineering","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":[0.0003736383,0.0005252287,0.001771914,0.00108365,0.0003005804,0.0001813398,0.0005051258,0.0001750662,0.02285073],"category_scores_gemma":[0.0001994852,0.0004484821,0.002237198,0.0009869235,0.00008756704,0.00008740455,0.000393193,0.0005254525,0.0004746513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001319693,"about_ca_system_score_gemma":0.0004550046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001408788,"about_ca_topic_score_gemma":0.00001878243,"domain_scores_codex":[0.9961686,0.0002523428,0.001049872,0.0008277447,0.001372383,0.0003290685],"domain_scores_gemma":[0.9984222,0.0001210572,0.0004397912,0.0006042095,0.0001189818,0.0002937758],"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":[0.0001027883,0.001539995,0.00006497446,0.00231921,0.009166021,0.0003281476,0.0001693224,0.00002809552,0.000001809542,0.001245414,0.03289941,0.9521348],"study_design_scores_gemma":[0.0004931318,0.00008692295,0.0002274468,0.001104256,0.007019856,0.00007553389,0.00005300153,0.0001407885,5.416373e-7,0.00003286268,0.9903793,0.0003863334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001604015,0.925526,0.0001081118,0.0006260578,0.002941524,0.001031245,0.0003356875,0.0001399634,0.06927538],"genre_scores_gemma":[0.00005768365,0.9662925,0.0003404597,0.0002169352,0.002156658,0.0009845243,0.004469719,0.00008160792,0.02539992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9574799,"threshold_uncertainty_score":0.9997967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06283242587823915,"score_gpt":0.36955925514854,"score_spread":0.3067268292703009,"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."}}