{"id":"W4283837187","doi":"10.2196/37291","title":"Optimization of the Chronic Kidney Disease–Peritoneal Dialysis App to Improve Care for Patients on Peritoneal Dialysis in Northeast Thailand: User-Centered Design Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center","keywords":"Medicine; Peritoneal dialysis; Kidney disease; Dialysis; Intensive care medicine; Renal replacement therapy; Hemodialysis; Emergency medicine; Internal 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":[0.01249898,0.000699005,0.0008560165,0.00075927,0.001228093,0.001434745,0.0006825117,0.0007207498,0.003097183],"category_scores_gemma":[0.01413052,0.0004785141,0.001354398,0.0004402517,0.0007618183,0.0008756634,0.001086297,0.0008594291,0.0003887337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261326,"about_ca_system_score_gemma":0.003528886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810951,"about_ca_topic_score_gemma":0.003698494,"domain_scores_codex":[0.9941167,0.003436938,0.0007469257,0.0005564851,0.000585585,0.0005573764],"domain_scores_gemma":[0.9873865,0.005781166,0.001540393,0.0006056665,0.003256396,0.001429795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03218994,0.1177694,0.4713367,0.005623543,0.001199865,0.001022943,0.1007212,0.003541168,0.01313601,0.001225299,0.004133598,0.2481002],"study_design_scores_gemma":[0.01240312,0.2830134,0.6001958,0.00106949,0.001536048,0.0005769084,0.06321661,0.01347492,0.008964472,0.001463473,0.01363964,0.0004460129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931739,0.00007732779,0.001773172,0.00007051756,0.00001597101,0.004167001,0.0001614332,0.00002756095,0.0005330776],"genre_scores_gemma":[0.9593226,0.0001886826,0.01746402,0.0002956381,0.00002768598,0.02115879,0.0002750148,0.00001981449,0.001247769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01249898,"threshold_uncertainty_score":0.06610179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663706061546063,"score_gpt":0.3397254932916278,"score_spread":0.3130884326761671,"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."}}