{"id":"W4408927584","doi":"10.22214/ijraset.2025.67855","title":"Research on Mental Health Prediction using ML","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Computer science; 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":[0.00522877,0.0009694088,0.001242789,0.003170812,0.0003254231,0.003101575,0.001324464,0.001061894,0.004363998],"category_scores_gemma":[0.03015401,0.000341222,0.001442801,0.00320063,0.0007059624,0.002373789,0.0009494912,0.002148261,0.001095672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081877,"about_ca_system_score_gemma":0.001369645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005751084,"about_ca_topic_score_gemma":0.002747032,"domain_scores_codex":[0.9978497,0.001040743,0.0001429931,0.0005194194,0.0003491885,0.00009797726],"domain_scores_gemma":[0.9662185,0.03004147,0.0009804915,0.0006511027,0.001890185,0.0002181614],"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":[0.0002183703,0.0004660637,0.1230516,0.0026675,0.001332795,0.00009631629,0.0003620754,0.04668291,0.0004417676,0.01860797,0.01278631,0.7932864],"study_design_scores_gemma":[0.00009724569,0.0006234854,0.1007797,0.007177156,0.00196344,0.0004911975,0.001250008,0.7192969,0.003674574,0.1095148,0.05489624,0.0002352422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.176167,0.2768192,0.4379148,0.05478661,0.002851558,0.0005331216,0.007754237,0.001983687,0.04118983],"genre_scores_gemma":[0.8649437,0.06649613,0.05664985,0.002854377,0.002384068,0.0003145705,0.003093032,0.00008378764,0.003180416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005751084,"threshold_uncertainty_score":0.02765274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3020863928200395,"score_gpt":0.6228618001937142,"score_spread":0.3207754073736747,"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."}}