{"id":"W4390480823","doi":"10.1109/access.2023.3348783","title":"Dialogue System for Early Mental Illness Detection: Toward a Digital Twin Solution","year":2024,"lang":"en","type":"article","venue":"IEEE Access","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mental health; Usability; Stigma (botany); Mental illness; Chatbot; Computer science; Mental healthcare; Health care; Applied psychology; Psychiatry; Psychology; Artificial intelligence; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004425226,0.0007591246,0.0009358547,0.001615266,0.0005329567,0.001699636,0.001253933,0.001292671,0.003351057],"category_scores_gemma":[0.01399468,0.0002886786,0.0005078587,0.0004825773,0.0003484733,0.002798789,0.003212151,0.001291372,0.001477411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586818,"about_ca_system_score_gemma":0.0006825673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115621,"about_ca_topic_score_gemma":0.001417187,"domain_scores_codex":[0.9975114,0.001393925,0.0001495556,0.0004457907,0.0004120508,0.00008724102],"domain_scores_gemma":[0.9942939,0.003451416,0.0002639672,0.0005154652,0.0009311233,0.0005441511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003113694,0.001181578,0.02663933,0.001156513,0.0002568048,0.0008155582,0.003223904,0.003689181,0.03304792,0.005262645,0.03269607,0.8889168],"study_design_scores_gemma":[0.000508667,0.003583004,0.04495314,0.0009292896,0.0007034465,0.004253959,0.004511042,0.7203932,0.057409,0.04179587,0.1204453,0.0005141943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1160023,0.00199019,0.8385378,0.002757598,0.0006498864,0.001104115,0.002248575,0.03189686,0.004812769],"genre_scores_gemma":[0.4440877,0.0005095398,0.5455604,0.001224474,0.0002046124,0.0008938361,0.00254528,0.00035223,0.004621907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004425226,"threshold_uncertainty_score":0.02340311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06649803182960025,"score_gpt":0.3963830381128818,"score_spread":0.3298850062832815,"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."}}