{"id":"W4225460818","doi":"10.23977/aetp.2022.060518","title":"Research on the Mental Health of College Art Students","year":2022,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Affect (linguistics); Prejudice (legal term); Psychology; Cognition; Medical education; Questionnaire; Visual arts education; Applied psychology; Social psychology; Medicine; Psychiatry; The arts; Sociology; Social science; Political science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0006063302,0.0001127323,0.0001547772,0.001082973,0.0007110941,0.0007973778,0.0002063709,0.0002620906,0.002842127],"category_scores_gemma":[0.001669892,0.00009209281,0.0002533261,0.0009057887,0.0003623528,0.0003807512,0.0005286452,0.0004941746,0.0002284901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669667,"about_ca_system_score_gemma":0.0006785296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007718139,"about_ca_topic_score_gemma":0.01758267,"domain_scores_codex":[0.9996397,0.00009867618,0.00003672173,0.0000291141,0.00008847359,0.000107321],"domain_scores_gemma":[0.998929,0.0002188642,0.0002763536,0.00004305687,0.0002134923,0.0003191409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004497084,0.0004006262,0.958799,0.0001409878,0.00003799273,0.0001012246,0.005931884,0.00002217868,0.0006451947,0.0002001138,0.0003809649,0.03329485],"study_design_scores_gemma":[0.000002766824,0.00009947533,0.989274,0.00006072853,0.00001937232,0.00008975276,0.009171827,0.00002997649,0.0001213161,0.00003389032,0.001093383,0.000003589901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969752,0.0004745324,0.00002150317,0.0002061608,0.000009297167,0.0000116212,0.0000423935,7.191858e-7,0.002258546],"genre_scores_gemma":[0.9986433,0.0007240262,0.00002999503,0.000087879,0.000009644835,0.000009620911,0.0000458116,3.280677e-7,0.0004492598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007718139,"threshold_uncertainty_score":0.01534647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07643820924275722,"score_gpt":0.4880986667300766,"score_spread":0.4116604574873194,"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."}}