{"id":"W4403061825","doi":"10.1016/j.jaccas.2024.102567","title":"Catheterization: An Unconventional Diagnostic Route for Obstructive Sleep Apnea","year":2024,"lang":"en","type":"article","venue":"JACC Case Reports","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Genome Prairie; University of Saskatchewan","funders":"","keywords":"Obstructive sleep apnea; Medicine; Sleep apnea; Sleep (system call); Cardiac catheterization; Intensive care medicine; Cardiology; Computer science","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":[0.000381049,0.0002039009,0.0002790753,0.0002267104,0.0001485679,0.0001178086,0.00003641412,0.0001216867,0.0004084186],"category_scores_gemma":[0.001020457,0.00018452,0.0002311079,0.0003444951,0.0001132854,0.0003328809,0.00005747345,0.0002144525,0.00002797352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002888788,"about_ca_system_score_gemma":0.0001499987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007363693,"about_ca_topic_score_gemma":0.00002096277,"domain_scores_codex":[0.9979867,0.00004882407,0.0004811646,0.0006737911,0.0004574225,0.0003520377],"domain_scores_gemma":[0.9982792,0.0004434923,0.00009961983,0.000500346,0.0003810245,0.0002963358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002728227,0.0005698971,0.04060245,0.001266864,0.001052252,0.73337,0.001273686,0.00009507225,0.006944887,0.006399696,0.0005109166,0.2076414],"study_design_scores_gemma":[0.002057374,0.001485902,0.04921135,0.0003068123,0.001178118,0.8464137,0.001090316,0.04217693,0.0115668,0.01206192,0.03151554,0.0009352694],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753851,0.0005101122,0.01842376,0.0005180251,0.001956238,0.001582511,0.0001358308,0.0002583027,0.001230074],"genre_scores_gemma":[0.9951922,0.000004250195,0.002302048,0.00005615493,0.0008924709,0.0003752127,0.0005066959,0.00006984785,0.0006011524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2067062,"threshold_uncertainty_score":0.7524508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560159809157412,"score_gpt":0.3310895170838415,"score_spread":0.3054879189922674,"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."}}