{"id":"W4385501884","doi":"10.1111/nep.14204","title":"Enhancing healthcare quality and outcomes for peritoneal dialysis patients in Thailand: An evaluation of key performance indicators and <scp>PDOPPS</scp> cohort representativeness","year":2023,"lang":"en","type":"article","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Chulalongkorn University; Thailand Science Research and Innovation; King Chulalongkorn Memorial Hospital","keywords":"Medicine; Representativeness heuristic; Peritoneal dialysis; Cohort; Key (lock); Dialysis; Health care; Quality (philosophy); Intensive care medicine; Internal medicine; Statistics; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004528264,0.0004322807,0.0004085094,0.001595792,0.0007358579,0.001592705,0.0004552618,0.0003028841,0.001050537],"category_scores_gemma":[0.008416666,0.0002850238,0.0009347778,0.002632634,0.0006055647,0.0009894879,0.001831073,0.0005765972,0.0001204137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119227,"about_ca_system_score_gemma":0.002453902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01669477,"about_ca_topic_score_gemma":0.01363367,"domain_scores_codex":[0.9973124,0.001019598,0.0005341994,0.000334758,0.0004781765,0.0003208632],"domain_scores_gemma":[0.9908352,0.001182223,0.004815773,0.0004061914,0.001465402,0.001295291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007887033,0.00003312598,0.9981085,0.00005214641,0.0000603175,0.00003942551,0.000337581,0.00004982065,0.00003359592,0.00001639811,0.00006093289,0.001129273],"study_design_scores_gemma":[0.00001404718,0.0003427744,0.9967874,0.00005867986,0.00006483385,0.0001609099,0.001754832,0.0004536022,0.00006705497,0.00002612835,0.0002605208,0.000009242662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980264,0.0002347175,0.000232361,0.00006535,0.000007355683,0.00009270381,0.001025782,0.000002578957,0.0003126597],"genre_scores_gemma":[0.9985942,0.0001728649,0.0002371115,0.00002938051,0.000008511978,0.0001112492,0.0007677211,0.000002106302,0.00007682275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01669477,"threshold_uncertainty_score":0.03319514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195570061388709,"score_gpt":0.3700672988001785,"score_spread":0.3281115981862914,"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."}}