{"id":"W2981705411","doi":"10.2196/10733","title":"Clinical Applications of Mobile Health Wearable–Based Sleep Monitoring: Systematic Review","year":2019,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Sleep and related disorders","field":"Psychology","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wearable computer; mHealth; Medicine; PsycINFO; Polysomnography; Wearable technology; Scopus; MEDLINE; Clinical trial; Population; Cochrane Library; Meta-analysis; Psychological intervention; Computer science; Psychiatry; Pathology","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":[0.008833985,0.001543224,0.006830729,0.008743892,0.0005859335,0.002499016,0.002115454,0.001979696,0.004833426],"category_scores_gemma":[0.04506471,0.0008659567,0.006396292,0.01105534,0.0007690697,0.002097177,0.001429836,0.001038481,0.0003817316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003024121,"about_ca_system_score_gemma":0.01011839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005399838,"about_ca_topic_score_gemma":0.01482039,"domain_scores_codex":[0.9920881,0.00258773,0.003088991,0.0005108341,0.001508126,0.0002161697],"domain_scores_gemma":[0.9646143,0.02565129,0.006109237,0.0004465161,0.002898813,0.0002798931],"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":[0.0001034682,0.00001050933,0.00042725,0.9732233,0.004650843,0.00005495911,0.00008922361,0.00004840084,0.00007555524,0.00007073168,0.0008581246,0.02038758],"study_design_scores_gemma":[0.0001812721,0.000176477,0.003051509,0.929895,0.054257,0.0002735337,0.0001872592,0.0000950033,0.0001552219,0.0001595166,0.01154236,0.0000258139],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007844915,0.9977959,0.00015933,0.0002253152,0.0001034488,0.000426483,0.0002629586,0.000009191945,0.0002327692],"genre_scores_gemma":[0.01251558,0.985013,0.0006811519,0.0005074081,0.0001161475,0.0008572974,0.0001875595,0.000005386439,0.0001164809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008833985,"threshold_uncertainty_score":0.04671913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312712846687098,"score_gpt":0.5127795804415991,"score_spread":0.3815082957728894,"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."}}