{"id":"W4412482797","doi":"10.1109/iciss63372.2025.11076380","title":"CalmSphere: An AI for Mental Health","year":2025,"lang":"en","type":"article","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Mental health; Artificial intelligence; Psychology; Psychiatry","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":[0.0007121497,0.0006350866,0.0002304516,0.0004480287,0.0005742033,0.001108987,0.001225348,0.0008951864,0.03483692],"category_scores_gemma":[0.004321911,0.0001969124,0.0004352664,0.0001945547,0.0004634965,0.001285202,0.003482149,0.001101168,0.005831489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004658559,"about_ca_system_score_gemma":0.0008019212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008602513,"about_ca_topic_score_gemma":0.002303347,"domain_scores_codex":[0.9995433,0.0001947236,0.00001996881,0.0000721156,0.0001227825,0.00004707605],"domain_scores_gemma":[0.9986607,0.0007821088,0.00004558695,0.0001334473,0.00008997279,0.0002881121],"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":[0.001337036,0.001101629,0.003192204,0.001465405,0.0001031272,0.0008363614,0.004521002,0.004834952,0.04367726,0.01313942,0.1516922,0.7740995],"study_design_scores_gemma":[0.0006848663,0.002847429,0.01219105,0.0006879029,0.0001675765,0.003585384,0.003612878,0.117302,0.03194412,0.03777691,0.7889025,0.0002972639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1540496,0.002667574,0.5925055,0.007311959,0.001242271,0.002579222,0.003476574,0.1043314,0.1318358],"genre_scores_gemma":[0.4626768,0.001213635,0.4125541,0.003852675,0.0002105176,0.002917387,0.003176194,0.002567745,0.110831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03483692,"threshold_uncertainty_score":0.1165411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457870997614193,"score_gpt":0.5003667738947626,"score_spread":0.4545796741333433,"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."}}