{"id":"W4391051515","doi":"10.1093/sleep/zsae017","title":"Use of facial features to predict obstructive sleep apnea presence and severity","year":2024,"lang":"en","type":"editorial","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; University of Alberta","funders":"","keywords":"Obstructive sleep apnea; Private practice; Medicine; Sleep medicine; Library science; Family medicine; Dentistry; Psychiatry; Sleep disorder","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006953454,0.0003151318,0.0004547702,0.003499477,0.00028928,0.001145552,0.0004997972,0.0005729126,0.01306076],"category_scores_gemma":[0.008615996,0.0001584698,0.0008879796,0.001636304,0.0002056708,0.0006720924,0.000567572,0.0004693643,0.002141953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003721719,"about_ca_system_score_gemma":0.0005782127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01274392,"about_ca_topic_score_gemma":0.02465405,"domain_scores_codex":[0.9994522,0.00006489296,0.00008706424,0.00006585808,0.0002797523,0.00005024328],"domain_scores_gemma":[0.9979408,0.0007132892,0.0006020338,0.00006807422,0.0005281438,0.0001475502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004961951,0.00006216198,0.8358574,0.001377111,0.0004433222,0.0006304585,0.0002272351,0.0002201859,0.0008658419,0.0001985018,0.01614845,0.1434731],"study_design_scores_gemma":[0.00003017775,0.0001095216,0.9840493,0.001967473,0.0004845235,0.002809804,0.0005170212,0.0008310302,0.0003459677,0.0002456926,0.008566903,0.00004260058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.8161209,0.07035738,0.001847659,0.003990643,0.001225457,0.0005395819,0.03453645,0.0002111356,0.07117083],"genre_scores_gemma":[0.9600527,0.02070206,0.002615565,0.0005246567,0.000438217,0.0001628549,0.009022011,0.00005173625,0.006430203],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01306076,"threshold_uncertainty_score":0.04369253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653449226856132,"score_gpt":0.2989992342091207,"score_spread":0.2824647419405594,"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."}}