{"id":"W3032830768","doi":"10.1093/sleep/zsaa056.594","title":"0597 Precision of Sleep-Disordered Breathing Event Classification Using Simulated Home Sleep Apnea Testing in Patients with Spinal Cord Injury, or Disease","year":2020,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Medicine; Polysomnography; Anesthesia; Obstructive sleep apnea; Sleep apnea; Apnea; Cardiology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002798641,0.0003357062,0.0005610296,0.0003644702,0.0001226846,0.00003727356,0.0002535034,0.0001250344,0.0001035398],"category_scores_gemma":[0.00161664,0.0002710629,0.00009295902,0.001646402,0.0001516732,0.0003091205,0.0002055067,0.0004891127,0.00001743565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003384326,"about_ca_system_score_gemma":0.000103367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008984449,"about_ca_topic_score_gemma":0.000004680489,"domain_scores_codex":[0.9966162,0.0001865369,0.0007787854,0.0007217486,0.001154075,0.0005426635],"domain_scores_gemma":[0.9978125,0.000149185,0.000369173,0.0005095403,0.00065542,0.0005041622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03491374,0.0008583874,0.7795479,0.0004209258,0.0001012909,0.00007057966,0.0003065052,0.004404953,0.004922878,0.00001315903,0.000002646597,0.174437],"study_design_scores_gemma":[0.004781721,0.003197382,0.564828,0.0002773548,0.0001367233,0.000002557163,0.0001900771,0.425921,0.0004014784,0.0000276821,0.000009933313,0.000226125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928071,0.00008053678,0.004741102,0.0003862675,0.0001024602,0.001686374,0.00005061815,0.0000867807,0.00005877665],"genre_scores_gemma":[0.9963756,0.000001502438,0.003241655,0.00008511933,0.00008722193,0.00001280042,0.0001079804,0.00008144641,0.000006657339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421516,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05750679816301258,"score_gpt":0.3372733175948276,"score_spread":0.2797665194318151,"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."}}