{"id":"W3216464038","doi":"10.1161/circ.144.suppl_1.14167","title":"Abstract 14167: Cardiac Electrophysiologists' Perspectives on Sleep Apnea","year":2021,"lang":"en","type":"article","venue":"Circulation","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Sleep apnea; Cardiology; Apnea; Central sleep apnea; Sleep (system call); Internal medicine; Polysomnography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006462966,0.0001939396,0.0001780873,0.0007049866,0.002418544,0.002391457,0.0004162516,0.002111646,0.006681066],"category_scores_gemma":[0.01377842,0.0002004025,0.0002588555,0.0006666223,0.001661548,0.002100942,0.00190491,0.001871251,0.0005413613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384392,"about_ca_system_score_gemma":0.002328098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003609,"about_ca_topic_score_gemma":0.005647481,"domain_scores_codex":[0.9954956,0.003027834,0.000271134,0.0001336263,0.0005497325,0.00052209],"domain_scores_gemma":[0.97343,0.01666742,0.003200936,0.0002008858,0.002805679,0.003695079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002417169,0.0004543939,0.3335685,0.002226535,0.00004739935,0.008545348,0.48438,0.0003559141,0.005227533,0.003618447,0.06985053,0.09148362],"study_design_scores_gemma":[0.00003570004,0.0005424476,0.1596428,0.001459095,0.0000305673,0.004080433,0.7645125,0.0002562847,0.0003778467,0.0006045735,0.06840728,0.00005051595],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8330896,0.007716651,0.0005146168,0.1341679,0.001469348,0.00006246089,0.0002568645,0.00002051167,0.02270208],"genre_scores_gemma":[0.9719614,0.005886243,0.0003982077,0.018142,0.001423581,0.0000742149,0.00006970528,0.000008097371,0.002036723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006681066,"threshold_uncertainty_score":0.03417981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063860677974768,"score_gpt":0.2986546549776131,"score_spread":0.2780160481978654,"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."}}