{"id":"W2172137013","doi":"10.1016/s0272-5231(03)00018-2","title":"State of home sleep studies","year":2003,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Polysomnography; Sleep apnea; Asymptomatic; Apnea; Sleep (system call); Obstructive sleep apnea; Intensive care medicine; Cardiology; Internal medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003358104,0.0006443445,0.00663397,0.001049398,0.00003190289,0.000003479604,0.0004133779,0.0004195122,0.0001857086],"category_scores_gemma":[0.006075196,0.0004388967,0.0004677543,0.001558491,0.001491112,0.00004499246,0.0002148299,0.002013191,0.00009603971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005335031,"about_ca_system_score_gemma":0.0003614399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000078294,"about_ca_topic_score_gemma":0.000008975593,"domain_scores_codex":[0.9942961,0.0004623488,0.002769993,0.0008064599,0.001043895,0.0006211479],"domain_scores_gemma":[0.9938391,0.003137429,0.0009268385,0.001202104,0.0005943586,0.0003002122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004158324,0.0002170447,0.0006107491,0.06566346,0.0008001436,0.0003446094,0.0003209305,2.80973e-7,6.667609e-7,0.0000942921,0.0002775724,0.9316286],"study_design_scores_gemma":[0.003053369,0.001141714,0.000254192,0.04349751,0.001889805,0.0001432565,0.000303838,0.00001026715,0.0000028843,0.0008239544,0.9485084,0.0003707437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002784638,0.9945583,0.00001232427,0.0001772704,0.001458557,0.001649071,0.000030213,0.00003029209,0.001805496],"genre_scores_gemma":[0.00008650311,0.9975009,0.0005108531,0.0001094078,0.0004767408,0.0001154139,0.00008182338,0.0001296786,0.0009886726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9482309,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2334232854331366,"score_gpt":0.508846899669901,"score_spread":0.2754236142367644,"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."}}