{"id":"W4417088222","doi":"10.1093/clinchem/hvaf164","title":"A Culture-Free Lipidomics-Based Screening Test for Uropathogens","year":2025,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Island Health; University of Victoria","funders":"National Institutes of Health; Victoria General Hospital Foundation","keywords":"Screening test; Turnaround time; Medical screening; Workflow; Test (biology)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007452698,0.0009644708,0.0005273731,0.001271212,0.0002319952,0.000744169,0.0005796346,0.0009961507,0.0008769597],"category_scores_gemma":[0.001196996,0.0002990034,0.0004861157,0.0005414491,0.0003549914,0.0004521962,0.0009029993,0.0005888116,0.0007041942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725012,"about_ca_system_score_gemma":0.0004549833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003451854,"about_ca_topic_score_gemma":0.0006630332,"domain_scores_codex":[0.9985607,0.0002997698,0.00009387212,0.0003210489,0.0006213246,0.00010316],"domain_scores_gemma":[0.9992482,0.0001643356,0.000197188,0.00006314024,0.0002398057,0.00008741317],"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":[0.0002325,0.00008479241,0.009262474,0.0001712772,0.00003865912,0.0001382948,0.00003140849,0.0002414951,0.9768543,0.00004642776,0.0001830232,0.01271528],"study_design_scores_gemma":[0.00002677606,0.001050913,0.02574589,0.00005981214,0.0001130754,0.001390143,0.00009636051,0.005141771,0.963995,0.0001499839,0.002183142,0.00004715988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8310339,0.00498809,0.1557903,0.0006715132,0.0001724553,0.0007291241,0.003065611,0.001220852,0.002328239],"genre_scores_gemma":[0.8417188,0.002873521,0.1480385,0.0008818465,0.0001028434,0.0005358135,0.002919402,0.00008416736,0.0028452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001271212,"threshold_uncertainty_score":0.003941417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379634121833586,"score_gpt":0.3560469812719766,"score_spread":0.3222506400536408,"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."}}