{"id":"W3130820279","doi":"10.2196/14179","title":"Ecological Momentary Assessment Using Smartphones in Patients With Depression: Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondation Pierre Deniker pour la Recherche et la Prévention en Santé Mentale","keywords":"Mood; Depression (economics); Smartphone app; Rating scale; Smartphone application; Dashboard; Mobile apps; Data collection; Outpatient clinic; Medicine; Psychology; Psychiatry; Clinical psychology; Data science; Computer science; World Wide Web; Multimedia; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002748492,0.0001770239,0.0003292115,0.0003143025,0.0003987408,0.00006801105,0.0003249077,0.0001160082,0.003514439],"category_scores_gemma":[0.00006866392,0.0001302742,0.00003891288,0.001105579,0.0002173782,0.0003341539,0.0006701621,0.001333788,0.0001162513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425722,"about_ca_system_score_gemma":0.0003970097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118675,"about_ca_topic_score_gemma":0.0004041183,"domain_scores_codex":[0.9924627,0.003726957,0.0004928394,0.0005952574,0.001670461,0.001051766],"domain_scores_gemma":[0.9979426,0.0005137453,0.00007754025,0.0006589217,0.0005133408,0.0002938993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006749728,0.01320365,0.9768198,0.00008097692,0.00004136394,0.000193901,0.00504745,0.000003921561,0.00001483432,0.00008841104,0.0005785425,0.003252171],"study_design_scores_gemma":[0.004622553,0.002431968,0.9788922,0.00005468242,0.000002379205,0.000004182904,0.01343683,0.00009881078,0.00003249008,0.000167203,0.0001281063,0.000128611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908987,0.00004473553,0.00001848443,0.0001879021,0.000213034,0.002879481,0.00002954904,0.00002190699,0.005706238],"genre_scores_gemma":[0.9986369,0.000002715795,0.0002927149,0.00005921502,0.00003900787,0.0006278093,0.00005224568,0.00001752786,0.0002718345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01077168,"threshold_uncertainty_score":0.9973965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223738143654367,"score_gpt":0.5676133012439082,"score_spread":0.3438751575895412,"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."}}