{"id":"W4378673716","doi":"10.1093/sleep/zsad077.0513","title":"0513 Assessing precision oral appliance efficacy using frequency- and risk-based indices","year":2023,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Obstructive sleep apnea; Apnea–hypopnea index; Sleep apnea; Oral appliance; Clinical Practice; Apnea; Internal medicine; Polysomnography; Anesthesia; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.0005935724,0.0001620974,0.000263199,0.0003072065,0.0002378772,0.00009518502,0.0001159365,0.0001110254,0.0001436181],"category_scores_gemma":[0.0005330326,0.0001421927,0.00006078912,0.0008472973,0.000179186,0.0001999917,0.0001016934,0.000385076,0.0001272549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225065,"about_ca_system_score_gemma":0.00005510014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001419973,"about_ca_topic_score_gemma":0.00001051751,"domain_scores_codex":[0.9982144,0.0001255031,0.0002236136,0.0004254835,0.0005814375,0.0004295811],"domain_scores_gemma":[0.9990136,0.0002489435,0.0001129922,0.0003237782,0.0001080998,0.0001925989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001346086,0.0001363818,0.6359891,0.0001576029,0.00009316518,0.0001617896,0.0002220517,0.000322392,0.05195535,0.00004571636,0.00004078109,0.3107411],"study_design_scores_gemma":[0.003473111,0.0001748496,0.8714412,0.0002001503,0.0001644156,0.00002050475,0.0002716229,0.111718,0.01158069,0.0004086409,0.0003002611,0.0002465147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947842,0.000383221,0.00326025,0.000149332,0.0001764071,0.0005035269,0.00001220507,0.0001704153,0.0005604905],"genre_scores_gemma":[0.987959,0.00002434627,0.01171754,0.00005070304,0.0001364836,0.00001463657,0.00002579955,0.0000399348,0.0000315611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3104946,"threshold_uncertainty_score":0.5798448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560712436706777,"score_gpt":0.3760513560062483,"score_spread":0.3199801123355706,"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."}}