{"id":"W2326397380","doi":"10.15331/jdsm.4138","title":"Current Barriers and Study Needs for Oral Appliance Therapy: The Personal Perspective of a Physician and Dentist","year":2014,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sleep medicine; Medicine; Obstructive sleep apnea; Expansive; Cohort; Oral appliance; Gerontology; Sleep apnea; Family medicine; Sleep disorder; Insomnia; Psychiatry","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":[0.0009753958,0.0001655778,0.0005361118,0.0001836649,0.0001233719,0.00001369872,0.000137529,0.0000331836,0.00003784801],"category_scores_gemma":[0.0003554533,0.00009392093,0.00009559268,0.0002680213,0.0006988677,0.0001001212,0.0000604726,0.0003626135,4.96899e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158859,"about_ca_system_score_gemma":0.00002704551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003997293,"about_ca_topic_score_gemma":0.00001916587,"domain_scores_codex":[0.9983885,0.0001159454,0.0003737746,0.0001636381,0.0007470552,0.0002110437],"domain_scores_gemma":[0.9986994,0.0002140887,0.0003047327,0.0001260745,0.0003864517,0.0002692525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00407058,0.0009059481,0.6932623,0.0001620464,0.001134338,0.00003384686,0.02225234,0.000001242583,0.01234483,0.0006749525,0.0005612976,0.2645963],"study_design_scores_gemma":[0.0349723,0.01783158,0.7250163,0.0003864233,0.001060258,0.0008233728,0.2125772,0.002162144,0.001224746,0.0009392513,0.002748614,0.0002577792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913382,0.004972389,0.0007648006,0.001644352,0.0002867324,0.0008297202,0.000004274279,0.000003594285,0.0001559625],"genre_scores_gemma":[0.9988613,0.0001538157,0.0001042941,0.0001755566,0.0006529129,0.00001363449,9.827257e-7,0.00001978158,0.00001774292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2643385,"threshold_uncertainty_score":0.3829985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259962336023224,"score_gpt":0.3473635227792867,"score_spread":0.3247638994190544,"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."}}