{"id":"W4413207408","doi":"10.24191/mjoc.v7i2.19291","title":"PSYCARIA - EMOTION DETECTOR FOR A PSYCHIATRIST","year":2022,"lang":"en","type":"article","venue":"MALAYSIAN JOURNAL OF COMPUTING","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Gadget; Heartbeat; Distress; Damages; Stress (linguistics); Psychology; Emotional stress; Medicine; Internet privacy; Applied psychology; Computer science; Clinical psychology; Computer security; Internal medicine","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":[0.0004949024,0.0005566634,0.0004221132,0.001085671,0.0005244408,0.001068821,0.0005465786,0.0007470748,0.09565741],"category_scores_gemma":[0.003584115,0.0003433286,0.0003739487,0.0005415753,0.0001224195,0.0007438212,0.001002375,0.001045628,0.05108234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004624446,"about_ca_system_score_gemma":0.001118904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723073,"about_ca_topic_score_gemma":0.002655798,"domain_scores_codex":[0.9996707,0.00004483219,0.00004328336,0.00008027715,0.0001172895,0.00004364481],"domain_scores_gemma":[0.998901,0.0002506303,0.00008567845,0.0001010907,0.0005011428,0.0001602587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000621751,0.0001327794,0.005876023,0.0006132098,0.00003806166,0.0005617671,0.0002453934,0.0002693424,0.00972043,0.001106819,0.65905,0.3217645],"study_design_scores_gemma":[0.0006357952,0.0003316858,0.03756025,0.000668058,0.0001430562,0.003577739,0.0009457334,0.01969841,0.04109703,0.006232654,0.8889595,0.0001500746],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05649867,0.006584418,0.2565632,0.03318231,0.01160587,0.006271406,0.1275675,0.1881712,0.3135555],"genre_scores_gemma":[0.36136,0.006645112,0.3025771,0.01701481,0.003501982,0.006062683,0.06094979,0.006586822,0.2353016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09565741,"threshold_uncertainty_score":0.3200059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02667530644861197,"score_gpt":0.3595815754621307,"score_spread":0.3329062690135187,"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."}}