{"id":"W2043852421","doi":"10.1111/j.1365-2869.2006.00528.x","title":"Night‐to‐night alterations in sleep apnea type in patients with heart failure","year":2006,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; University of Toronto; Toronto Rehabilitation Institute","funders":"","keywords":"Central sleep apnea; Apnea; Heart failure; Medicine; Obstructive sleep apnea; Sleep apnea; Cardiology; Anesthesia; Internal medicine; Periodic breathing; Polysomnography","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":[0.00205754,0.000188433,0.000511314,0.002625923,0.0001224835,0.00009781093,0.0003273577,0.0001399234,0.0003288325],"category_scores_gemma":[0.0006556787,0.0001389556,0.00008202864,0.002948986,0.0001836092,0.0003776998,0.0001280804,0.001918405,0.0001515121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007131394,"about_ca_system_score_gemma":0.000212789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002072227,"about_ca_topic_score_gemma":0.0007396879,"domain_scores_codex":[0.9950521,0.0004391465,0.0007579383,0.0003249045,0.002562837,0.000863068],"domain_scores_gemma":[0.9963054,0.0002958897,0.0001052727,0.0003905078,0.002504871,0.0003980676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002876657,0.001373779,0.985405,0.00005012254,0.00005713888,0.0002923623,0.0003075008,0.0006562571,0.003883889,0.0001956308,0.002967903,0.001933735],"study_design_scores_gemma":[0.006511947,0.002989555,0.9818896,0.0001835067,0.00001522683,0.00005781075,0.000341069,0.0007355146,0.002328719,0.0002018556,0.004576224,0.0001689914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898498,0.0001099697,0.0001137351,0.007506581,0.000111848,0.0008416467,0.000005869121,0.000007713928,0.001452805],"genre_scores_gemma":[0.9957215,0.000002704451,0.003525645,0.00008718864,0.0003456599,0.00001698629,0.00001371265,0.0000449129,0.0002416622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007419393,"threshold_uncertainty_score":0.8334624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125998638136938,"score_gpt":0.3324509551655481,"score_spread":0.3111909687841787,"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."}}