{"id":"W4327894021","doi":"10.2196/45405","title":"Exploring Digital Biomarkers of Illness Activity in Mood Episodes: Hypotheses Generating and Model Development Study","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; Instituto de Salud Carlos III; Agència de Gestió d'Ajuts Universitaris i de Recerca; Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona; Centres de Recerca de Catalunya; Centro de Investigación Biomédica en Red de Salud Mental; Ministerio de Ciencia e Innovación; Generalitat de Catalunya; European Regional Development Fund; European Commission; Ministerio de Ciencia, Innovación y Universidades; UK Research and Innovation","keywords":"Mood; Psychology; mHealth; Clinical psychology; Medicine; Psychiatry; Psychological intervention","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":[0.005514742,0.001063245,0.0006950559,0.0012255,0.000362871,0.001320835,0.001063338,0.0007220704,0.004077923],"category_scores_gemma":[0.01204151,0.0003956251,0.001787058,0.0007265048,0.0004060465,0.0009854785,0.0008414809,0.001349143,0.000562615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008823907,"about_ca_system_score_gemma":0.001077332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007703115,"about_ca_topic_score_gemma":0.0049247,"domain_scores_codex":[0.999036,0.0005308393,0.00003993036,0.0002606453,0.00005601218,0.00007667064],"domain_scores_gemma":[0.9891633,0.00931705,0.0004147708,0.0003213415,0.000609478,0.0001741049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002168357,0.002509884,0.3516123,0.0002973289,0.001729683,0.0006592058,0.0006989592,0.4399581,0.001687281,0.006052193,0.003565411,0.1890613],"study_design_scores_gemma":[0.0000428332,0.000201537,0.0081429,0.00002435742,0.0001316236,0.00004565593,0.00005946869,0.9894107,0.0001923053,0.001561559,0.0001765722,0.00001059087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695986,0.0006609322,0.1243346,0.001264431,0.00009592743,0.000497706,0.001218493,0.0004192979,0.001910101],"genre_scores_gemma":[0.9761885,0.0001826357,0.0215863,0.00008385907,0.00003760786,0.0003010501,0.0009147717,0.00001363579,0.0006917453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007703115,"threshold_uncertainty_score":0.02916509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2705512415205293,"score_gpt":0.4407470177894933,"score_spread":0.1701957762689639,"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."}}