{"id":"W4212915838","doi":"10.1007/s11325-022-02582-6","title":"Methodological parameters for upper airway assessment by cone-beam computed tomography in adults with obstructive sleep apnea: a systematic review of the literature and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Sleep And Breathing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Sleep & Circadian Network; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"National Institute of Dental and Craniofacial Research","keywords":"Supine position; Obstructive sleep apnea; Cone beam computed tomography; Medicine; Airway; Meta-analysis; Sleep apnea; Neurosurgery; Nuclear medicine; Radiology; Computed tomography; Anesthesia; Internal medicine","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":[0.04528204,0.00351544,0.02075722,0.005478407,0.001001438,0.006187229,0.00320855,0.00378642,0.002844109],"category_scores_gemma":[0.1329774,0.001919766,0.04699624,0.006364165,0.002007625,0.002786206,0.003213972,0.00270159,0.0002792314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00347106,"about_ca_system_score_gemma":0.00468222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007285594,"about_ca_topic_score_gemma":0.01615404,"domain_scores_codex":[0.9490805,0.02059107,0.02086394,0.004648235,0.004222121,0.000594166],"domain_scores_gemma":[0.9013653,0.07867792,0.0132073,0.002954991,0.003375085,0.0004193077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00163079,0.00002369983,0.005778936,0.3520296,0.6269224,0.00006923241,0.0001534966,0.0002851082,0.0001720087,0.0001768242,0.0003214509,0.01243645],"study_design_scores_gemma":[0.0006396889,0.0001193118,0.00406114,0.02837458,0.9650761,0.0000798908,0.00007227602,0.0001395279,0.00009868303,0.0002919036,0.001007347,0.00003952147],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002840922,0.9950139,0.00105362,0.0001488346,0.0002033595,0.0003030637,0.0002846205,0.0000187057,0.0001329984],"genre_scores_gemma":[0.2462217,0.7386755,0.008594692,0.001897518,0.0004989029,0.002630946,0.001037169,0.00009024462,0.0003532172],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04528204,"threshold_uncertainty_score":0.2394772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08042383288850373,"score_gpt":0.3689741769565309,"score_spread":0.2885503440680272,"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."}}