{"id":"W4319151392","doi":"10.2196/44123","title":"The Feasibility of Using Smartphone Sensors to Track Insomnia, Depression, and Anxiety in Adults and Young Adults: Narrative Review","year":2023,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Depression (economics); Psychology; Insomnia; Narrative; Clinical psychology; Psychiatry","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":[0.002035197,0.0005123487,0.00202214,0.0002599469,0.0003884114,0.00003448329,0.0002119907,0.000333339,0.00001209324],"category_scores_gemma":[0.0002649164,0.0003695639,0.0001664825,0.0009286083,0.00024608,0.0001256026,0.000198102,0.0007793774,0.00001634122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175072,"about_ca_system_score_gemma":0.0004129043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890222,"about_ca_topic_score_gemma":0.002808825,"domain_scores_codex":[0.9941874,0.001201035,0.002398108,0.001081963,0.0002850269,0.0008464508],"domain_scores_gemma":[0.9968205,0.0004997939,0.001123516,0.0006415999,0.0001191537,0.0007954112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002726987,0.000203738,0.002036127,0.2596211,0.0000251881,0.000005871209,0.003377529,2.363809e-8,6.784925e-9,0.00008482576,0.001227368,0.7331455],"study_design_scores_gemma":[0.003517578,0.002253514,0.08011118,0.7114263,0.0004902826,0.0005494257,0.006290182,0.00002024992,1.354049e-7,0.0003672638,0.1938489,0.001125016],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09041069,0.901761,8.47434e-7,0.0005265527,0.000674662,0.005989843,0.0004428961,0.00004316898,0.0001503347],"genre_scores_gemma":[0.006477926,0.9919847,0.00007858629,0.0003625673,0.00007924806,0.0006863618,0.00005914715,0.00006645602,0.0002050214],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7320205,"threshold_uncertainty_score":0.9998756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471537257560749,"score_gpt":0.5044437939039995,"score_spread":0.3572900681479246,"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."}}