{"id":"W3133189132","doi":"10.21810/sfuer.v13i1.1282","title":"Mental Perturbance","year":2020,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Mental Health Research Topics","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University; University of Illinois at Urbana-Champaign; University of Cambridge","keywords":"Psychology; Cognition; Rumination; Worry; Isolation (microbiology); Agency (philosophy); Social psychology; Unconscious mind; Cognitive psychology; Anxiety; Epistemology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001756144,0.00007254464,0.0001330322,0.00001223153,0.00006045193,0.000006538958,0.0001898751,0.00002158158,0.04693759],"category_scores_gemma":[0.0002257326,0.00006457123,0.00004882215,0.0001763251,0.0000344229,0.00004234142,0.00003024797,0.0001440296,0.009134458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007050639,"about_ca_system_score_gemma":0.0001988182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001650535,"about_ca_topic_score_gemma":9.335881e-7,"domain_scores_codex":[0.9990302,0.0001141087,0.0002083135,0.0002144694,0.0002350571,0.0001978887],"domain_scores_gemma":[0.9993953,0.00009338299,0.00004988008,0.0001698015,0.00004273331,0.0002489081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006789797,0.00008462297,0.00100493,0.001267468,0.00001041357,0.00000118356,0.0004117863,1.189134e-8,0.000008149919,0.04079407,0.9112958,0.04511472],"study_design_scores_gemma":[0.00008855424,0.00004170202,0.008033503,0.0003494176,0.000004970295,0.000009915675,0.00003712146,0.000002616856,0.000003303366,0.0003282024,0.9910389,0.00006176791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001347511,0.3719128,0.00001188556,0.5180213,0.0008901695,0.000780207,0.00002565547,0.00002339906,0.1069871],"genre_scores_gemma":[0.08680092,0.1650141,0.003603021,0.6334413,0.004575496,0.00167539,0.000595669,0.00008414122,0.10421],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2068987,"threshold_uncertainty_score":0.9916371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2092530343427402,"score_gpt":0.5324581389141754,"score_spread":0.3232051045714351,"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."}}