{"id":"W4397042628","doi":"10.1681/asn.20233411s1914a","title":"Optical System Shows Promise for Online Detection of Peritonitis in Peritoneal Dialysis","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Peritoneal dialysis; Peritonitis; Medicine; Urology; Intensive care medicine; Internal medicine; Gastroenterology","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":[0.001191648,0.0006551963,0.0003726565,0.0004625436,0.0002615738,0.0009595088,0.0007013428,0.001256689,0.004473461],"category_scores_gemma":[0.001472595,0.0002618076,0.0005637355,0.0003353918,0.0003249423,0.000978193,0.000362733,0.0007232495,0.001250016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004584134,"about_ca_system_score_gemma":0.0003992909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005426118,"about_ca_topic_score_gemma":0.0008352808,"domain_scores_codex":[0.9994314,0.0001179929,0.00002600229,0.0001504984,0.0002328022,0.00004124455],"domain_scores_gemma":[0.9990309,0.0003743435,0.0001315179,0.00007136374,0.0003239327,0.00006796444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006412492,0.0005041498,0.01241038,0.00075915,0.00009674815,0.0001772312,0.0000852853,0.001562114,0.8280331,0.00096621,0.003996956,0.1507674],"study_design_scores_gemma":[0.0001416548,0.003956106,0.02582626,0.0001721664,0.0002768137,0.001432608,0.0001612324,0.04344269,0.8884473,0.0009675052,0.03504095,0.000134747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5734659,0.02820675,0.3641437,0.003479386,0.001783025,0.0008594111,0.001703129,0.006765584,0.01959308],"genre_scores_gemma":[0.7608243,0.006758867,0.2189269,0.002332979,0.0004023427,0.0004670633,0.001255263,0.0002067503,0.008825534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004473461,"threshold_uncertainty_score":0.01496518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09657930193404275,"score_gpt":0.4368661290765168,"score_spread":0.340286827142474,"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."}}