{"id":"W7127382934","doi":"10.1109/ccece64018.2025.11364441","title":"Enhancing Gemini for Mental Health Assessments","year":2025,"lang":"","type":"article","venue":"","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services; University of the Fraser Valley","funders":"","keywords":"Baseline (sea); Mental health; Documentation; Data collection; Pipeline (software); Mental model","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":[0.003925604,0.001532613,0.0005544656,0.0009552932,0.000491097,0.001781992,0.001542882,0.001070263,0.01033041],"category_scores_gemma":[0.01677652,0.0006088634,0.0008396659,0.0004799865,0.000293036,0.0029125,0.001839228,0.002276016,0.00796739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268235,"about_ca_system_score_gemma":0.002364018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006960746,"about_ca_topic_score_gemma":0.008691925,"domain_scores_codex":[0.9986078,0.0005840605,0.0001213323,0.0003798431,0.000201692,0.0001053849],"domain_scores_gemma":[0.9923447,0.004135187,0.0002621388,0.001071024,0.001843321,0.0003436927],"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":[0.00338541,0.00133446,0.03110727,0.001074765,0.0003063848,0.0007008277,0.002021576,0.07560942,0.03933332,0.007775303,0.1014754,0.7358758],"study_design_scores_gemma":[0.0001071372,0.0002661239,0.00402682,0.00006479491,0.00008450116,0.000241325,0.0002274718,0.9204133,0.03016768,0.005810464,0.03852014,0.00007023897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09556985,0.000783633,0.6032234,0.002495276,0.0006057601,0.001211731,0.007045619,0.279686,0.009378614],"genre_scores_gemma":[0.440983,0.0002999005,0.5328094,0.0009894849,0.0001353298,0.0007499012,0.01225303,0.003043673,0.008736214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01033041,"threshold_uncertainty_score":0.03455865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06142648823462862,"score_gpt":0.5206353698718906,"score_spread":0.459208881637262,"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."}}