{"id":"W4361853951","doi":"10.2196/45254","title":"Mobile Assessments of Mood, Cognition, Smartphone-Based Sensor Activity, and Variability in Craving and Substance Use in Patients With Substance Use Disorders in Norway: Prospective Observational Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norske Kvinners Sanitetsforening","keywords":"Craving; Abstinence; Mood; Observational study; Substance abuse; Population; Cognition; Psychology; Mental health; mHealth; Psychiatry; Medicine; Clinical psychology; Addiction; Psychological intervention; Environmental health; Internal medicine","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":[0.0008386695,0.0004726293,0.0005042244,0.0004343131,0.0005999577,0.0005095056,0.0002777395,0.0003361917,0.0008409659],"category_scores_gemma":[0.001338088,0.0003638025,0.0005530825,0.0004492024,0.0004462728,0.0003513775,0.0006996461,0.0004396972,0.0003215904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936275,"about_ca_system_score_gemma":0.0009336749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01282749,"about_ca_topic_score_gemma":0.01540349,"domain_scores_codex":[0.9995228,0.0001360325,0.00007584484,0.00009710292,0.00007878107,0.00008944458],"domain_scores_gemma":[0.999134,0.0001189578,0.0002922871,0.00007495051,0.0001355779,0.0002442397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008423672,0.001075037,0.9909737,0.00005511097,0.00005283992,0.0002337513,0.0009595858,0.00012585,0.001119984,0.00001871824,0.0001913389,0.004351628],"study_design_scores_gemma":[0.00007107932,0.00141086,0.9970355,0.00001219896,0.00002373215,0.0001891218,0.0006383022,0.0001674818,0.0001164683,0.00001189688,0.000313611,0.000009676042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991058,0.00006722291,0.0001176996,0.000009107684,0.000004441009,0.0001422285,0.0003816629,0.000002664589,0.0001691979],"genre_scores_gemma":[0.9980927,0.0001089732,0.0006513963,0.00003869288,0.000009980997,0.0002842645,0.000605525,0.000002223017,0.0002062233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282749,"threshold_uncertainty_score":0.02550566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1351948155253049,"score_gpt":0.4662414259858035,"score_spread":0.3310466104604986,"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."}}