{"id":"W1995951332","doi":"10.1007/s11325-008-0232-4","title":"Evaluation of a portable recording device (ApneaLink™) for case selection of obstructive sleep apnea","year":2008,"lang":"en","type":"article","venue":"Sleep And Breathing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Respiratory disturbance index; Polysomnography; Apnea; Sleep apnea; Obstructive sleep apnea; Hypopnea; Neurology; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001569918,0.0001563439,0.0004020052,0.0002660361,0.0002310591,0.00000849639,0.00004953606,0.0001250908,0.00006130831],"category_scores_gemma":[0.0007323695,0.0001476979,0.0001092645,0.0003927442,0.0001303795,0.0002435591,0.00004010808,0.0001915232,8.446081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726801,"about_ca_system_score_gemma":0.00007722251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00060453,"about_ca_topic_score_gemma":0.00004375971,"domain_scores_codex":[0.9981162,0.000134,0.000441139,0.0003380543,0.000689059,0.0002815323],"domain_scores_gemma":[0.9975132,0.0002204997,0.0002532364,0.0001812483,0.001717687,0.000114093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000951673,0.0003915288,0.115695,0.0009690401,0.001268185,0.0002643345,0.006070444,0.0003290264,0.07917519,0.0004624162,0.00002596934,0.7943972],"study_design_scores_gemma":[0.01371249,0.001862869,0.04581205,0.0003190788,0.003698456,0.02502787,0.006779328,0.6470945,0.2529548,0.002004694,0.0001360311,0.0005978917],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904919,0.0003713124,0.006807503,0.00007369349,0.0001364941,0.00102722,0.00002406281,0.00002706692,0.001040794],"genre_scores_gemma":[0.9901828,0.00001140208,0.009529293,0.00001603808,0.0001268526,0.00006239094,0.00002130408,0.00002735835,0.00002254936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7937993,"threshold_uncertainty_score":0.6022947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05483764389212979,"score_gpt":0.3335426844613975,"score_spread":0.2787050405692677,"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."}}