{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000549214,0.001995471,0.001009465,0.003101042,0.003123246,0.001699665,0.00169608,0.007330768,0.002192896],"category_scores_gemma":[0.004578052,0.001200367,0.001194145,0.00134899,0.001798381,0.002938483,0.001404127,0.004989255,0.0008618396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133905,"about_ca_system_score_gemma":0.001157583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001936666,"about_ca_topic_score_gemma":0.003318598,"domain_scores_codex":[0.9990271,0.0001736349,0.0001086253,0.0002034265,0.000179742,0.0003075418],"domain_scores_gemma":[0.99735,0.001039755,0.0003535892,0.0002102578,0.0001580188,0.0008884104],"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":[0.00003734495,0.00003061684,0.005834168,0.00001513387,0.000007638861,0.9915717,0.00007515967,0.0000383825,0.0005646637,0.0001788579,0.0003599242,0.001286401],"study_design_scores_gemma":[0.00001143573,0.00004944775,0.002699512,0.00002948293,0.00001107752,0.9960166,0.00009219151,0.0002440344,0.0002239345,0.0002459826,0.000366009,0.00001038634],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329948,0.01312966,0.01188303,0.02049156,0.002096255,0.000236848,0.0003314824,0.0005600013,0.01827627],"genre_scores_gemma":[0.9862251,0.002667455,0.003121841,0.003396423,0.0034025,0.00002885431,0.0001262997,0.00005767365,0.0009737873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007330768,"threshold_uncertainty_score":0.00822711,"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."}}