{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006368728,0.0006321552,0.0002572413,0.0006842186,0.001112617,0.002730511,0.0007235576,0.001070261,0.01364651],"category_scores_gemma":[0.003817507,0.0002403828,0.0006653389,0.0003340008,0.004792364,0.003171667,0.003316545,0.00141286,0.001396232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471367,"about_ca_system_score_gemma":0.0006062196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070661,"about_ca_topic_score_gemma":0.0009511962,"domain_scores_codex":[0.9992231,0.0002346664,0.00004308084,0.0001773801,0.0002047056,0.0001169519],"domain_scores_gemma":[0.9987974,0.0003632425,0.0002064338,0.0003583915,0.0001475181,0.0001269223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003661824,0.0001438333,0.01451437,0.0008808277,0.0001299683,0.002683842,0.0288353,0.002019271,0.01806138,0.6772397,0.02091842,0.2342069],"study_design_scores_gemma":[0.00006841346,0.0004122065,0.02287518,0.0003756603,0.0001676113,0.01027059,0.01537345,0.005561959,0.01165386,0.4135425,0.5195364,0.0001620656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3119555,0.005224831,0.1854675,0.01183536,0.001568139,0.0004997746,0.0008081787,0.00333263,0.4793081],"genre_scores_gemma":[0.9551454,0.0009861487,0.01694665,0.001836021,0.0001401762,0.0001508423,0.0002832318,0.0001729785,0.02433866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01364651,"threshold_uncertainty_score":0.04565215,"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."}}