{"id":"W4387939513","doi":"10.54254/2753-7048/11/20230753","title":"Research on Stress, Emotions and Mental Health","year":2023,"lang":"en","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mental health; Psychology; Stress (linguistics); Depression (economics); Applied psychology; Clinical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001204022,0.0001207743,0.0001630112,0.0008719538,0.0003030808,0.00002723536,0.000123306,0.000210878,0.0007083707],"category_scores_gemma":[0.0002940377,0.0001129755,0.00001653256,0.001069881,0.0002578028,0.00005547742,0.0000374941,0.0006268647,0.0001759255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176221,"about_ca_system_score_gemma":0.0005510571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005373271,"about_ca_topic_score_gemma":0.002048782,"domain_scores_codex":[0.9979149,0.0006165014,0.000240966,0.0005043593,0.0001706459,0.0005526559],"domain_scores_gemma":[0.9982688,0.001043858,0.0000551305,0.0003120398,0.00004110614,0.0002789983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000801546,0.0008123368,0.1231906,0.00007319732,0.0000150889,0.000002649322,0.0180488,9.480476e-7,0.00001583159,0.01942548,0.06803143,0.7703035],"study_design_scores_gemma":[0.0008123202,0.0003227061,0.8575983,0.00005574332,0.000001465109,0.00002754798,0.003408617,0.000008643517,0.000003923377,0.01935237,0.1182847,0.0001236271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306468,0.005008941,0.0001313532,0.2537508,0.00557561,0.0005664006,0.00006264374,0.00008645724,0.00417101],"genre_scores_gemma":[0.9816375,0.002658589,0.00008736087,0.01458862,0.0003722698,0.0001300836,0.0003390655,0.00001552527,0.0001710015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7701799,"threshold_uncertainty_score":0.7756163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378673313758642,"score_gpt":0.5329873704503265,"score_spread":0.3951200390744624,"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."}}