{"id":"W3044867568","doi":"10.2196/20921","title":"Current Status and Future Challenges of Sleep Monitoring Systems: Systematic Review","year":2020,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Sleep and related disorders","field":"Psychology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software portability; Sleep (system call); Computer science; Position paper; Risk analysis (engineering); Medicine; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008816595,0.001381659,0.005288561,0.01031854,0.0006745494,0.002755437,0.002441637,0.001835761,0.006600757],"category_scores_gemma":[0.04577738,0.0008600086,0.006145176,0.008834681,0.0008615436,0.003736966,0.001676349,0.001538493,0.0007047696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591821,"about_ca_system_score_gemma":0.01671465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008757206,"about_ca_topic_score_gemma":0.02411227,"domain_scores_codex":[0.9932808,0.002033634,0.002556394,0.0004876835,0.001422078,0.0002193292],"domain_scores_gemma":[0.9579281,0.0317667,0.005100298,0.0005827065,0.004202403,0.0004198323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001295571,0.00002612696,0.0006542585,0.8344522,0.001870259,0.0001040701,0.0002801194,0.0001553152,0.0001137249,0.0005970369,0.005345063,0.1562724],"study_design_scores_gemma":[0.00006423147,0.0001497601,0.002630358,0.9148256,0.01284871,0.000471208,0.0003415406,0.0001280088,0.0001369122,0.0007128144,0.06764936,0.00004156269],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002249757,0.9985849,0.000162507,0.0004408612,0.0001036437,0.00007526521,0.0002006829,0.000008588416,0.0001986705],"genre_scores_gemma":[0.002375712,0.996311,0.0004608074,0.00040012,0.00008684924,0.0001351296,0.0001631988,0.000004806071,0.00006233992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01031854,"threshold_uncertainty_score":0.04662722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587269084609739,"score_gpt":0.2849076889588633,"score_spread":0.2690349981127659,"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."}}