{"id":"W1854603446","doi":"","title":"Sleep monitoring with portable devices in ICU patients","year":2011,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sleep (system call); Polysomnography; Actigraphy; Sleep Stages; Sleep onset; Audiology; Anesthesia; Circadian rhythm; Internal medicine; Insomnia; Computer science; Apnea","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":[0.00004695317,0.0001458013,0.0001258059,0.0001049496,0.00002373184,0.00001912495,0.0001265116,0.00004629843,0.00006640984],"category_scores_gemma":[0.000006112478,0.0001254933,0.00001702142,0.0002293276,0.00001072952,0.0003679713,0.00002686319,0.0001108852,0.00006078726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007302183,"about_ca_system_score_gemma":0.000004341137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002862758,"about_ca_topic_score_gemma":0.0001067518,"domain_scores_codex":[0.9992366,0.000006035139,0.0001618181,0.0001469701,0.00014566,0.0003028822],"domain_scores_gemma":[0.9997025,0.00001683367,0.00001855111,0.0001558789,0.00003307066,0.00007323006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005219141,0.00002760472,0.9955378,0.00002733941,0.00001528761,0.00001499523,0.0002706217,0.0003927351,0.00190833,0.00002621247,0.000009592829,0.001764217],"study_design_scores_gemma":[0.0004543616,0.0000705788,0.7958634,0.00008709527,0.000007828381,0.000001190527,0.0002358217,0.00008979535,0.2027362,0.00005305899,0.0001026079,0.0002980224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494511,0.00007188548,0.0007265254,7.056672e-7,0.0004211537,0.0001172584,7.940498e-7,0.0002257675,0.04898485],"genre_scores_gemma":[0.9944105,0.000005949116,0.005380022,0.000003443798,0.00008590847,0.00002508445,0.000001231091,0.00003958226,0.00004826332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2008279,"threshold_uncertainty_score":0.5117468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536587198871536,"score_gpt":0.1861405876480249,"score_spread":0.1707747156593095,"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."}}