{"id":"W3206141263","doi":"10.15331/jdsm.7212","title":"Obstructive Sleep Apnea Knowledge Among Dentists and Physicians","year":2021,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obstructive sleep apnea; Medicine; Sleep (system call); Sleep apnea; Apnea; Family medicine; Emergency medicine; Anesthesia; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004514564,0.0002842068,0.0008854517,0.0003194444,0.0001233496,0.00002970507,0.0001905418,0.0001392079,0.0006005268],"category_scores_gemma":[0.0007461281,0.0002275941,0.0002130534,0.0007041018,0.0008108792,0.0003393386,0.0002244891,0.0008466659,0.00002981918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252602,"about_ca_system_score_gemma":0.00005024915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002101503,"about_ca_topic_score_gemma":0.00006857589,"domain_scores_codex":[0.9972225,0.0001678564,0.000767101,0.0003456519,0.001054514,0.0004423622],"domain_scores_gemma":[0.9976715,0.0002208657,0.0004274561,0.0002988193,0.0008345156,0.0005468187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005709679,0.0007761728,0.7040539,0.0002601615,0.001218556,0.007867415,0.002975692,0.000004807081,0.06599428,0.0001985494,0.001282102,0.2147974],"study_design_scores_gemma":[0.008969115,0.001298112,0.9474116,0.0005495476,0.0008887424,0.01239923,0.008124067,0.0007468894,0.01733884,0.0003119475,0.001689764,0.0002721646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848099,0.00524098,0.0008752291,0.001015737,0.001336129,0.0002290729,0.000004407113,0.00001783511,0.006470671],"genre_scores_gemma":[0.9965308,0.0001335903,0.0009276757,0.0002097157,0.001526516,0.000004116716,0.00001272604,0.00004973626,0.0006051295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2433577,"threshold_uncertainty_score":0.9281018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408929431072786,"score_gpt":0.3055600569463864,"score_spread":0.2914707626356585,"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."}}