{"id":"W4391389951","doi":"10.2196/51901","title":"Preliminary Assessment of an Ambulatory Device Dedicated to Upper Airway Muscle Training in Patients With Sleep Apnea: Proof-of-Concept Study","year":2024,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"","keywords":"Preprint; Sleep apnea; Medicine; Ambulatory; Airway; Apnea; Obstructive sleep apnea; Sleep (system call); Physical medicine and rehabilitation; Physical therapy; Audiology; Anesthesia; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004325291,0.0002266666,0.0004728821,0.0007927181,0.0000189892,0.00001233782,0.0002000694,0.0001247081,0.00007797049],"category_scores_gemma":[0.0001179823,0.000181103,0.00005540447,0.00137232,0.0001235458,0.0001487875,0.00012564,0.0005096689,0.00000200412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002086537,"about_ca_system_score_gemma":0.0001535135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001708494,"about_ca_topic_score_gemma":0.00000206777,"domain_scores_codex":[0.9973649,0.0000536323,0.0005292548,0.0004692626,0.001148394,0.0004345117],"domain_scores_gemma":[0.9989374,0.0001139141,0.00004630534,0.0003397726,0.0001289588,0.0004336399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009094983,0.00893785,0.1050913,0.003469385,0.001022644,0.0006488971,0.02658448,0.006091259,0.01724633,0.00009421157,0.00002951595,0.8298747],"study_design_scores_gemma":[0.003096478,0.008130619,0.8365143,0.0006727608,0.00007391399,0.000005384565,0.00161525,0.1472269,0.002238181,0.000001086899,0.0001883439,0.0002367819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924029,0.00006633091,0.005139726,0.0001083017,0.000166357,0.001954706,0.00001704302,0.00009879593,0.00004581554],"genre_scores_gemma":[0.9953834,1.084727e-7,0.004162963,0.00001575656,0.00008479517,0.0002350263,0.00004822249,0.00006395898,0.000005732535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8296379,"threshold_uncertainty_score":0.7385164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335673054383232,"score_gpt":0.3087769181932524,"score_spread":0.29542018764942,"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."}}