{"id":"W3031802645","doi":"10.1093/sleep/zsaa056.597","title":"0600 Automated Oximetric Versus Standard Sleep Polygraphy Scoring","year":2020,"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 Lethbridge","funders":"","keywords":"Medicine; Apnea; Limits of agreement; Confidence interval; Mean difference; Polysomnography; Anesthesia; Bland–Altman plot; Internal medicine; Cardiology; Nuclear 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":[0.0002078286,0.0002626151,0.0004471492,0.0005320168,0.0001390406,0.00005751304,0.0002653713,0.0001299959,0.0008389385],"category_scores_gemma":[0.0007887125,0.0002482227,0.0002160167,0.002691739,0.0001469279,0.0001623167,0.0001953923,0.0005185351,0.000607072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002327128,"about_ca_system_score_gemma":0.00004556735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003223155,"about_ca_topic_score_gemma":0.000003395215,"domain_scores_codex":[0.9972697,0.00008014085,0.0003358165,0.0005644172,0.001072956,0.0006768949],"domain_scores_gemma":[0.9984273,0.0001157132,0.0000813343,0.0004534444,0.0002464966,0.0006757403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04016311,0.0008469935,0.2746592,0.001305775,0.004210148,0.002654805,0.003104463,0.0003814127,0.1300796,0.003873644,0.007791974,0.530929],"study_design_scores_gemma":[0.08776964,0.0207393,0.2927134,0.0002555786,0.002043813,0.0001636039,0.003300676,0.2904575,0.249257,0.000287719,0.04992976,0.003081978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734788,0.00125072,0.00162298,0.00374835,0.001028126,0.0009115436,0.00005895728,0.001726018,0.01617454],"genre_scores_gemma":[0.9966756,0.00001706836,0.002379524,0.0003489851,0.0004259159,0.00002071986,0.00003202547,0.00006978949,0.00003033714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.527847,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828890084265813,"score_gpt":0.318078846797187,"score_spread":0.2797899459545288,"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."}}