{"id":"W4293797331","doi":"10.3389/feduc.2022.941871","title":"Predictors of psychological and physiological measures of graduate student health during COVID-19","year":2022,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Stressor; Anxiety; Psychology; Depression (economics); Clinical psychology; Pandemic; Mental health; Mindfulness; Psychological resilience; Graduate students; Cognition; Coronavirus disease 2019 (COVID-19); Medicine; Psychiatry; Social psychology; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006059862,0.0002394587,0.0001873555,0.0003776408,0.0003471096,0.0005926538,0.0002740123,0.0003578214,0.002225615],"category_scores_gemma":[0.004848761,0.0001171234,0.0001924786,0.0004451109,0.0003096156,0.0002315449,0.0008223112,0.0008998652,0.0002472951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439907,"about_ca_system_score_gemma":0.000443964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003192859,"about_ca_topic_score_gemma":0.005925918,"domain_scores_codex":[0.9997317,0.00006169231,0.00002178322,0.00004172281,0.00005646636,0.00008657898],"domain_scores_gemma":[0.9975077,0.0003562359,0.0008911867,0.00008897825,0.0002389911,0.0009169637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002515501,0.000055209,0.9970564,0.000008692319,0.000009697196,0.00001333647,0.0001331747,0.00002328736,0.00009953773,0.000009970908,0.000133275,0.002432401],"study_design_scores_gemma":[0.000001175214,0.00006124336,0.9994469,0.000005555959,0.000002021676,0.00001449227,0.0003104081,0.00005116289,0.0000176139,0.00001112456,0.00007697764,0.00000129506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989134,0.0001180773,0.00005856156,0.0001558511,0.00001411826,0.00001461415,0.0002066047,0.000004054745,0.0005146338],"genre_scores_gemma":[0.999532,0.00006561232,0.00006925264,0.00002952053,0.00001264998,0.00001096958,0.000162048,8.039471e-7,0.0001172763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003192859,"threshold_uncertainty_score":0.007445395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509642404345811,"score_gpt":0.4700876808904172,"score_spread":0.3191234404558361,"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."}}