{"id":"W4225404993","doi":"10.1096/fasebj.2022.36.s1.r5125","title":"MMA: The Fight Against Sleep Apnea","year":2022,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Airway; Obstructive sleep apnea; Anesthesia; Ventilation (architecture); Sleep apnea; Positive airway pressure; Orthodontics; Surgery","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":[0.001400652,0.0005255152,0.0003314922,0.000823208,0.0009994422,0.00174039,0.0007703306,0.001711502,0.01827239],"category_scores_gemma":[0.001638364,0.0001392214,0.0004939008,0.0003981468,0.001135765,0.00138735,0.0021684,0.003571907,0.005297886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005636377,"about_ca_system_score_gemma":0.001785345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684043,"about_ca_topic_score_gemma":0.002634974,"domain_scores_codex":[0.9994171,0.0001691525,0.00003036803,0.00008005078,0.0002329252,0.00007042937],"domain_scores_gemma":[0.9990113,0.0002098884,0.0001263446,0.00007463704,0.0002059193,0.0003718933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002199886,0.0001823978,0.001986972,0.001117507,0.00009882179,0.0002850551,0.0003935071,0.0003376324,0.007151656,0.02012519,0.2204807,0.7476205],"study_design_scores_gemma":[0.00003947443,0.0003917369,0.003505047,0.001146494,0.00004973265,0.0009483626,0.0003000825,0.0002777923,0.00148938,0.007005654,0.9848223,0.00002389724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01785178,0.5993826,0.01415414,0.2151489,0.02477571,0.0001852863,0.001010646,0.001892513,0.1255985],"genre_scores_gemma":[0.1635166,0.5816271,0.02290577,0.09009119,0.03023224,0.0003813961,0.000978614,0.0004537353,0.1098134],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01827239,"threshold_uncertainty_score":0.06112725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218559119158096,"score_gpt":0.2788223043698113,"score_spread":0.2569663924540017,"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."}}