{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000158605,0.0003105951,0.0005856446,0.0005774983,0.0003600277,0.0004098137,0.0001191188,0.0002865283,0.0008788515],"category_scores_gemma":[0.0003151624,0.0001038248,0.0003755576,0.0005928035,0.0001441088,0.0001554458,0.0002997038,0.000294297,0.0001264663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917472,"about_ca_system_score_gemma":0.000186102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284132,"about_ca_topic_score_gemma":0.001682653,"domain_scores_codex":[0.9998713,0.00001931537,0.0000147419,0.00003683691,0.0000287316,0.00002910629],"domain_scores_gemma":[0.9998534,0.00001854261,0.00004724909,0.000007038304,0.00003146754,0.00004238646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005029421,0.0002359367,0.9334748,0.0001341706,0.0002696468,0.001276582,0.0003217019,0.0001432884,0.04077525,0.00002927755,0.0002163634,0.0180935],"study_design_scores_gemma":[0.00002180362,0.001156434,0.9945287,0.00001338715,0.0001149801,0.0006792973,0.0003013875,0.0003299731,0.002443008,0.00002649627,0.0003760556,0.00000852328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987232,0.0006563201,0.0001079562,0.00002644544,0.000008765714,0.00001318165,0.0002249209,0.00000389721,0.0002352762],"genre_scores_gemma":[0.9988789,0.000338116,0.0001990858,0.00004711314,0.0000115691,0.00001499108,0.0003332388,0.000001805466,0.0001752266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001284132,"threshold_uncertainty_score":0.002939999,"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."}}