{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003598346,0.0006761654,0.007222311,0.0004124578,0.0002361402,0.00001705466,0.0005718037,0.0009477906,0.0001336455],"category_scores_gemma":[0.00006726151,0.0005123818,0.0008268144,0.001013293,0.0001702679,0.00004127119,0.00006094203,0.001546897,0.0006236785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054463,"about_ca_system_score_gemma":0.002130907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001497102,"about_ca_topic_score_gemma":0.000002979877,"domain_scores_codex":[0.9900975,0.002481458,0.004895857,0.001101587,0.0004302597,0.0009933907],"domain_scores_gemma":[0.9917678,0.001131202,0.004246451,0.001801469,0.0001315293,0.0009215628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000641704,0.0003904362,0.00002665274,0.6168089,0.0002171517,8.359762e-7,0.00006412091,1.763756e-7,2.062439e-10,0.0001645909,0.001283566,0.3810371],"study_design_scores_gemma":[0.000711857,0.0008668769,0.00001556393,0.4863661,0.004351848,0.00002533606,0.0001532825,0.000004036723,1.655503e-9,0.00001107932,0.5071422,0.000351835],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002592585,0.9743366,0.0001134689,0.0001699756,0.001351966,0.02282218,0.0001089166,0.0001165449,0.0009777707],"genre_scores_gemma":[0.0000252579,0.9859006,0.0001407665,0.001176236,0.0002711636,0.01168595,0.0001467927,0.0001205347,0.0005327409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5058586,"threshold_uncertainty_score":0.9997328,"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."}}