{"id":"W4283702268","doi":"10.1080/01443410.2022.2091749","title":"Doctoral students and COVID-19: exploring challenges, academic progress, and well-being","year":2022,"lang":"en","type":"article","venue":"Educational Psychology","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université du Québec à Montréal","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Psychology; 2019-20 coronavirus outbreak; Higher education; Mathematics education; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Academic achievement; Graduate students; Pedagogy; Virology; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007718432,0.0002747235,0.0005834044,0.001036991,0.005785135,0.006069718,0.0008196782,0.001119125,0.004309835],"category_scores_gemma":[0.0115552,0.0002697784,0.000503921,0.001150093,0.003387978,0.002638834,0.008635229,0.004098339,0.0005011745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003120444,"about_ca_system_score_gemma":0.01068743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005938254,"about_ca_topic_score_gemma":0.01537313,"domain_scores_codex":[0.9964094,0.001535831,0.0001323219,0.000211323,0.0005549526,0.00115617],"domain_scores_gemma":[0.9908469,0.000960838,0.001148306,0.000167169,0.0007301585,0.006146575],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002229689,0.001174945,0.4819582,0.0006825603,0.0001085144,0.00126612,0.3651907,0.0001796768,0.0007352345,0.007088525,0.02171319,0.1196794],"study_design_scores_gemma":[0.00001302173,0.0003771005,0.1879755,0.0005139884,0.00001653808,0.000613921,0.777758,0.00009059188,0.0001622792,0.002065722,0.0303749,0.0000384239],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667154,0.003159923,0.00020491,0.02003259,0.0002806149,0.0000534073,0.0001465125,0.000007527174,0.009399264],"genre_scores_gemma":[0.9923969,0.002732462,0.000272073,0.001845074,0.00009219523,0.00006581304,0.000103666,0.000005712477,0.002486146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9922816,"threshold_uncertainty_score":0.04081947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5122137912514202,"score_gpt":0.6205516810096012,"score_spread":0.108337889758181,"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."}}