{"id":"W3081993371","doi":"10.3390/metabo10090358","title":"Targeted Metabolomics Analysis on Obstructive Sleep Apnea Patients after Multilevel Sleep Surgery","year":2020,"lang":"en","type":"article","venue":"Metabolites","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Kuwait Foundation for the Advancement of Sciences","keywords":"Obstructive sleep apnea; Medicine; Internal medicine; Polysomnography; Anthropometry; Sleep apnea; Metabolic syndrome; Gastroenterology; Apnea–hypopnea index; Surgery; Apnea; Obesity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003499364,0.0005581858,0.001640555,0.0009689899,0.0001284088,0.00007553672,0.0002757611,0.0002181449,0.001363612],"category_scores_gemma":[0.00268335,0.0004715108,0.001002812,0.00261987,0.0002459124,0.0002880228,0.0002051601,0.0006469422,0.0004666444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144391,"about_ca_system_score_gemma":0.00004138913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000384166,"about_ca_topic_score_gemma":0.000002692322,"domain_scores_codex":[0.9956121,0.0003496839,0.0007924128,0.001102577,0.001249685,0.0008935033],"domain_scores_gemma":[0.9967585,0.0006403979,0.0002465171,0.0007607048,0.0008053004,0.000788536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002077809,0.0005274647,0.9169162,0.0000927055,0.005861597,0.00007790542,0.0009247829,0.00008993424,0.003916183,0.0002127736,0.00009687262,0.06920577],"study_design_scores_gemma":[0.001701539,0.0001268353,0.9434543,0.000006763225,0.002988521,0.000001208195,0.0001463295,0.01521931,0.03247749,0.00005983455,0.00337207,0.0004458376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935254,0.001476143,0.001956783,0.000772161,0.0003956871,0.0007912763,0.0004512313,0.0001753298,0.0004559391],"genre_scores_gemma":[0.9925128,0.00002863377,0.004625481,0.001657623,0.0003863154,0.0001523091,0.0004674273,0.00009786107,0.00007158616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06875993,"threshold_uncertainty_score":0.9997737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242488066301512,"score_gpt":0.2685760289085558,"score_spread":0.2461511482455407,"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."}}