{"id":"W3203065932","doi":"10.3390/metabo11100664","title":"Metabolomics and Inflammatory Mediator Profiling for the Differentiation of Life-Threatening and Non-Severe Appendicitis in the Pediatric Population","year":2021,"lang":"en","type":"article","venue":"Metabolites","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Alberta Innovates - Health Solutions","keywords":"Medicine; Appendicitis; Pediatric intensive care unit; Biomarker; Metabolomics; Inflammatory mediator; Prospective cohort study; Pediatric gastroenterology; Disease; Internal medicine; Intensive care medicine; Bioinformatics; Surgery; Inflammation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004834642,0.0001148559,0.0003075918,0.0001013654,0.00009088917,0.00003515804,0.00005589519,0.00005013924,0.00001054363],"category_scores_gemma":[0.0003329744,0.00006948272,0.00005486949,0.0001762685,0.00003290541,0.00009070268,0.00005718774,0.00009295295,4.521021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008174379,"about_ca_system_score_gemma":0.00002885106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004088913,"about_ca_topic_score_gemma":0.00002351905,"domain_scores_codex":[0.9990693,0.00006369609,0.0003279721,0.0001941114,0.0001926917,0.000152232],"domain_scores_gemma":[0.9991684,0.0004150963,0.0001500811,0.0001637747,0.00006155811,0.00004112161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000397286,0.00004170434,0.988153,0.0003034271,0.00006246399,0.000002628926,0.0004595268,0.0000084374,0.0006181576,0.005988399,0.00003530433,0.004287204],"study_design_scores_gemma":[0.001334595,0.00003250449,0.993649,0.00003283777,0.000559786,0.000007489805,0.001249057,0.0008954947,0.001421158,0.0005084951,0.0002338395,0.00007572521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973856,0.02417545,0.0004641951,0.0005170763,0.0001009457,0.0008183875,0.0000181498,0.000008819715,0.00004102544],"genre_scores_gemma":[0.9909306,0.007310472,0.001061623,0.0002319722,0.0002106398,0.0001447231,0.00008156237,0.00001342435,0.0000149418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01707469,"threshold_uncertainty_score":0.2833423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402022549442266,"score_gpt":0.2501406971146041,"score_spread":0.2361204716201814,"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."}}