{"id":"W4313014336","doi":"10.2196/39568","title":"Peritoneal Dialysis Care in Mainland China: Nationwide Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Peritoneal dialysis; Tertiary care; Dialysis; Internal medicine; Emergency medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007946013,0.0002595918,0.0002359164,0.0009015253,0.0003403852,0.000315316,0.0003744385,0.0002915045,0.001499982],"category_scores_gemma":[0.0007517028,0.0002081911,0.0002766238,0.002250366,0.0002030522,0.0004152778,0.0004962109,0.000254073,0.0002333894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009624005,"about_ca_system_score_gemma":0.001810496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05381462,"about_ca_topic_score_gemma":0.06228052,"domain_scores_codex":[0.9995049,0.00008975529,0.00008073567,0.0001046362,0.0001186329,0.0001011794],"domain_scores_gemma":[0.9990182,0.00008287618,0.0003632093,0.00007236127,0.0001957927,0.0002675202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001073608,0.0000232456,0.9975938,0.00004100348,0.00002290204,0.00005340152,0.000100793,0.00003702989,0.0001143832,0.00001942117,0.0006303324,0.001352835],"study_design_scores_gemma":[0.000002080274,0.00001083281,0.9995068,0.000004711401,0.00000471164,0.00002916955,0.00009720932,0.00007442273,0.00001139168,0.00000446312,0.0002529332,0.000001151619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915799,0.0002726221,0.0001125228,0.0002357466,0.000009306802,0.00006216247,0.006732852,0.00001016574,0.0009846019],"genre_scores_gemma":[0.9944476,0.0003047121,0.0001507751,0.0001970249,0.00001226903,0.0000832629,0.004354525,0.000001950652,0.0004479597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05381462,"threshold_uncertainty_score":0.1070028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840649482487701,"score_gpt":0.2956563972808335,"score_spread":0.2772499024559565,"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."}}