{"id":"W4318212477","doi":"10.2196/42935","title":"Association Between the Severity of Depressive Symptoms and Human-Smartphone Interactions: Longitudinal Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mental health; Major depressive disorder; Clinical psychology; Association (psychology); Depressive symptoms; Depression (economics); Longitudinal study; Telehealth; Multilevel model; Psychiatry; Medicine; Telemedicine; Health care; Cognition; Psychotherapist","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":[0.001280812,0.0001992627,0.00032835,0.0006152443,0.0006553024,0.0005854928,0.0003793211,0.0004080429,0.001465765],"category_scores_gemma":[0.001978228,0.0003253694,0.0005289561,0.0009719622,0.0002511609,0.0006609251,0.0006346624,0.000833623,0.0002974087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782914,"about_ca_system_score_gemma":0.0003866004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005803726,"about_ca_topic_score_gemma":0.01009126,"domain_scores_codex":[0.9993881,0.0001959287,0.00008183741,0.0001425845,0.0001039113,0.00008768994],"domain_scores_gemma":[0.998879,0.0001514129,0.00047583,0.000113555,0.0001992264,0.0001809602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005816892,0.000109613,0.9977431,0.00001879849,0.00006644613,0.00002985899,0.0002582714,0.0000209372,0.0001096506,0.00002061312,0.0001160289,0.001448499],"study_design_scores_gemma":[0.000006896481,0.0001952423,0.998629,0.00001519146,0.00004130847,0.00009907137,0.0005176938,0.0001557551,0.00004392427,0.00002657496,0.0002645433,0.000004878008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984022,0.0002732124,0.0002462644,0.00005318497,0.000004914283,0.00004169968,0.0006955027,0.000003496699,0.0002795936],"genre_scores_gemma":[0.9983099,0.0001690582,0.0003615378,0.00005139647,0.00000865515,0.00007702194,0.0007903359,0.000001921668,0.0002302145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005803726,"threshold_uncertainty_score":0.01153988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1544640474476105,"score_gpt":0.5379142202839403,"score_spread":0.3834501728363299,"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."}}