{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01126198,0.001767736,0.008536938,0.009138202,0.0008103645,0.003109594,0.002181381,0.002095109,0.005638962],"category_scores_gemma":[0.05510433,0.001029654,0.01202459,0.008561824,0.0009516825,0.002598073,0.002012776,0.001565477,0.0003662924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003892056,"about_ca_system_score_gemma":0.01288939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027625,"about_ca_topic_score_gemma":0.02875023,"domain_scores_codex":[0.9906232,0.00351383,0.003151633,0.0007382277,0.001665439,0.0003077436],"domain_scores_gemma":[0.9561769,0.03307814,0.006655364,0.0007327638,0.002977483,0.0003792533],"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":[0.0001950571,0.00002414064,0.0009717103,0.9524757,0.01161066,0.00006094041,0.0001449239,0.00008429192,0.00007803784,0.0001779167,0.001068536,0.03310816],"study_design_scores_gemma":[0.0002964885,0.0002047502,0.004439839,0.8919604,0.09210908,0.00026389,0.0002334798,0.0000970659,0.0001072938,0.0003344806,0.009916403,0.00003688924],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008246407,0.997707,0.0001998852,0.0002436983,0.00008651429,0.0004128992,0.0003178317,0.00001068763,0.0001967599],"genre_scores_gemma":[0.01776114,0.9787912,0.001129667,0.0006986238,0.0001147633,0.001109849,0.0002934166,0.00000701442,0.00009424835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01126198,"threshold_uncertainty_score":0.05955976,"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."}}