{"id":"W4406801707","doi":"10.54254/2755-2721/2024.20541","title":"A Machine Learning-Enhanced Chat Application for the Identification of Mental Disorders","year":2025,"lang":"en","type":"article","venue":"Applied and Computational Engineering","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Identification (biology); Psychology; Computer science; Biology","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":[0.001067135,0.001059458,0.0006252177,0.001210109,0.0003177316,0.0004607361,0.0008129447,0.0006449626,0.00773365],"category_scores_gemma":[0.004785203,0.0001921934,0.0004174827,0.0005625397,0.0001231777,0.000717002,0.0008132992,0.0006369065,0.00300661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395733,"about_ca_system_score_gemma":0.000358056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140408,"about_ca_topic_score_gemma":0.002227028,"domain_scores_codex":[0.9995396,0.0001749121,0.00003809261,0.0001261471,0.00009198297,0.00002924179],"domain_scores_gemma":[0.9964754,0.002607777,0.0001462832,0.0002065806,0.0003325818,0.0002313454],"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":[0.003574196,0.0018602,0.03155408,0.001425914,0.0004041736,0.002819055,0.001716768,0.01221932,0.04851632,0.001031526,0.07694014,0.8179383],"study_design_scores_gemma":[0.0005057844,0.002039669,0.08560134,0.0002744188,0.0002072807,0.003418431,0.0008363194,0.8029621,0.05535262,0.00607121,0.04250809,0.0002227771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3940462,0.0009397335,0.3212647,0.0008364561,0.0005278955,0.001875045,0.01730989,0.2533551,0.009844881],"genre_scores_gemma":[0.6305895,0.0003564965,0.332756,0.000441197,0.0002092095,0.001535972,0.01480395,0.00188847,0.01741931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00773365,"threshold_uncertainty_score":0.02587163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006340486110419903,"score_gpt":0.2833104191664043,"score_spread":0.2769699330559844,"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."}}