{"id":"W2343953831","doi":"10.5665/sleep.5776","title":"Sleep Apnea Severity Classification — Revisited","year":2016,"lang":"en","type":"letter","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sleep apnea; Medicine; Apnea; Sleep (system call); Obstructive sleep apnea; Polysomnography; Internal medicine; Computer science","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.000445085,0.0005623329,0.0008680871,0.0005300538,0.0001468928,0.00007071173,0.0004988582,0.001419911,0.003086639],"category_scores_gemma":[0.0004469596,0.0004379456,0.0003944357,0.0004903273,0.000335894,0.0001651122,0.000209914,0.002917403,0.004282735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007173134,"about_ca_system_score_gemma":0.00005466739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001600378,"about_ca_topic_score_gemma":0.000001037797,"domain_scores_codex":[0.9954419,0.0003100911,0.0006161076,0.001134558,0.001478476,0.001018833],"domain_scores_gemma":[0.9967971,0.0001873691,0.0003152125,0.001788174,0.0006588078,0.0002532626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000151418,0.00006060922,0.003088913,0.0007591167,0.0004035476,0.0007580951,0.00004776225,3.919516e-8,0.003106001,0.000110114,0.7851442,0.2063702],"study_design_scores_gemma":[0.001430385,0.0001466062,0.008209554,0.0001464242,0.0003220905,0.000137275,0.00001592327,0.0007841554,0.0005298759,0.0002606949,0.9875106,0.0005064757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001085123,0.0005119274,0.002900238,0.9467666,0.001078632,0.001889954,0.0003094052,0.0003933895,0.0450648],"genre_scores_gemma":[0.06600077,0.0001219571,0.001900912,0.8646129,0.03729229,0.0004691164,0.005024559,0.0006278327,0.02394963],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2058638,"threshold_uncertainty_score":0.9998764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299104352564118,"score_gpt":0.3048707278414133,"score_spread":0.2718796843157721,"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."}}