{"id":"W4285090582","doi":"10.52214/cice.v24i2.9212","title":"Resilience and Despair","year":2022,"lang":"en","type":"article","venue":"Current Issues in Comparative Education","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"University of Windsor","keywords":"Mental health; Pandemic; Psychology; Medical education; Psychological resilience; Distance education; Higher education; Coronavirus disease 2019 (COVID-19); Medicine; Pedagogy; Social psychology; Political science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002133697,0.00007253124,0.0001081375,0.0001175455,0.0001498392,0.000009419886,0.0001013239,0.00001103466,0.0008296723],"category_scores_gemma":[0.00001033965,0.00007940764,0.0000115127,0.0002350653,0.00005403535,0.00005759066,0.00006479479,0.0001857978,0.00005672466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003159335,"about_ca_system_score_gemma":0.0002630202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004087799,"about_ca_topic_score_gemma":0.00008394743,"domain_scores_codex":[0.9991049,0.0002508894,0.0001512708,0.0002444301,0.0001060544,0.0001424195],"domain_scores_gemma":[0.9996296,0.0001049256,0.0000569797,0.0001482512,0.00001885777,0.00004144582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001946376,0.003129118,0.4097303,0.0001123147,0.00000832622,0.000001512528,0.1745514,0.00006769255,0.00008356453,0.08248404,0.1537241,0.175913],"study_design_scores_gemma":[0.0002588285,0.0001540185,0.241133,0.00002581946,0.000003178228,0.000004992919,0.02200737,0.00007656343,0.00004596308,0.002315201,0.7338621,0.0001129685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684506,0.02211081,0.00006356677,0.0008458289,0.00393621,0.0003614351,0.000006290436,0.00002117072,0.004204067],"genre_scores_gemma":[0.9970828,0.00009214859,0.00007001539,0.0001720209,0.0001174164,0.0003389169,0.00002873949,0.000003754727,0.002094149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.580138,"threshold_uncertainty_score":0.908433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1877697755945481,"score_gpt":0.5519366595470191,"score_spread":0.364166883952471,"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."}}