{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005280795,0.0007358435,0.0008217557,0.005106069,0.0007149316,0.00192201,0.002425759,0.001616332,0.003202111],"category_scores_gemma":[0.01405951,0.0003069619,0.0007739341,0.003299973,0.001113445,0.0030437,0.001623309,0.004956936,0.001113764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657725,"about_ca_system_score_gemma":0.001275057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009101385,"about_ca_topic_score_gemma":0.0111424,"domain_scores_codex":[0.996732,0.000736567,0.0007095431,0.0007057141,0.0009140992,0.0002020582],"domain_scores_gemma":[0.9926537,0.001302549,0.001230109,0.0002952624,0.00356263,0.0009557647],"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":[0.0001959384,0.00005474233,0.2088083,0.0008111193,0.0003278794,0.0008070314,0.0005878091,0.0006824921,0.0005052056,0.01732511,0.339874,0.4300202],"study_design_scores_gemma":[0.000110601,0.0004669524,0.4452129,0.008287672,0.0003993123,0.0234618,0.003860287,0.007696524,0.0005261576,0.03491589,0.4748189,0.0002429286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.101413,0.3294124,0.02873087,0.3931946,0.08102597,0.0004258491,0.005385741,0.0008626941,0.05954885],"genre_scores_gemma":[0.7120036,0.1187242,0.02742749,0.05408392,0.07033285,0.0004366557,0.007243024,0.0003631827,0.009385084],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009101385,"threshold_uncertainty_score":0.02792782,"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."}}