{"id":"W4402996260","doi":"10.2196/58583","title":"Accuracy of a Smart Diaper System for Nursing Home Residents for Automatically Detecting Voided Volume: Instrument Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Neonatal skin health care","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Health Industry Development Institute; Ministry of Trade, Industry and Energy; Soonchunhyang University; Ministry of Science and ICT, South Korea; Ministry of Food and Drug Safety; Korea Medical Device Development Fund","keywords":"Preprint; Volume (thermodynamics); Medicine; Computer science; World Wide Web; Physics","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":[0.009052343,0.0006070585,0.0005705318,0.0008557518,0.0003065387,0.0006506128,0.0006733201,0.0008300554,0.000630427],"category_scores_gemma":[0.01772478,0.0003420731,0.0007289248,0.0004458393,0.0005853689,0.0005086627,0.0007013812,0.0003240204,0.0005142089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319428,"about_ca_system_score_gemma":0.0004006703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074192,"about_ca_topic_score_gemma":0.001102875,"domain_scores_codex":[0.994441,0.002218837,0.0006523695,0.0008351131,0.001679613,0.0001731202],"domain_scores_gemma":[0.987878,0.005564264,0.001423948,0.001105365,0.003762668,0.0002657568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005447058,0.001583698,0.8907841,0.0003325022,0.0005226991,0.0000749208,0.001215773,0.001548566,0.0216194,0.0001069259,0.0004561007,0.07630821],"study_design_scores_gemma":[0.0004852549,0.01675119,0.9281024,0.0001179699,0.0005766575,0.0009468727,0.0006793927,0.02815334,0.02238988,0.00009698547,0.00162713,0.00007280049],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898055,0.0003033334,0.008629844,0.00002583884,0.00003507955,0.0003342642,0.0002458052,0.0001056256,0.0005148558],"genre_scores_gemma":[0.9857106,0.0001593778,0.01274701,0.00009454313,0.00002548368,0.0003244385,0.0005658157,0.00002476638,0.0003479904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009052343,"threshold_uncertainty_score":0.04787391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432234678288156,"score_gpt":0.5441903371313617,"score_spread":0.400966869302546,"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."}}