{"id":"W4387083249","doi":"10.2196/40689","title":"Digital Phenotyping for Stress, Anxiety, and Mild Depression: Systematic Literature Review","year":2023,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Anxiety; Depression (economics); Psychology; Clinical psychology; Systematic review; Stress (linguistics); Psychiatry; MEDLINE; Medicine; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009527804,0.0007204194,0.003206504,0.000320314,0.0004007512,0.0002709176,0.0003287074,0.0005313528,0.00001866555],"category_scores_gemma":[0.0001604693,0.0005553383,0.000471725,0.0006734195,0.00008756999,0.0002758164,0.0001960133,0.0007561686,0.0001493216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941128,"about_ca_system_score_gemma":0.0003018545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001042372,"about_ca_topic_score_gemma":0.00001657068,"domain_scores_codex":[0.9947748,0.0003955876,0.002364121,0.001121823,0.0002845175,0.001059111],"domain_scores_gemma":[0.9961185,0.0007094959,0.00138543,0.0007490721,0.00009796266,0.0009395466],"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":[0.00001174111,0.00008035162,0.000005533106,0.5712733,0.00005527573,0.000005840864,0.0000776087,1.483324e-9,1.126046e-10,0.0009136177,0.008201291,0.4193754],"study_design_scores_gemma":[0.0002846743,0.0001660091,0.00001763175,0.6478117,0.0005646528,0.0002473613,0.00004387652,0.000001529779,2.397866e-9,0.0001803669,0.3503997,0.0002824471],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002494311,0.9818569,0.00001916279,0.0004956704,0.001403458,0.01133354,0.003347237,0.0002187292,0.001322791],"genre_scores_gemma":[0.00002035901,0.9872324,0.00005990734,0.0009151264,0.000415135,0.005996351,0.001355411,0.0001695282,0.003835822],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.419093,"threshold_uncertainty_score":0.9996898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1306702867930076,"score_gpt":0.4887635694370044,"score_spread":0.3580932826439968,"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."}}