{"id":"W4281766120","doi":"10.1108/sgpe-10-2021-0076","title":"The impact of the COVID-19 pandemic on early career researcher activity, development, career, and well-being: the state of the art","year":2022,"lang":"en","type":"article","venue":"Studies in Graduate and Postdoctoral Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Scopus; Pandemic; Originality; Career development; Coronavirus disease 2019 (COVID-19); Value (mathematics); Well-being; Work (physics); Public relations; Psychology; Higher education; Political science; Sociology; Pedagogy; Social science; Medicine; MEDLINE; Computer science; Engineering; Qualitative research","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001653481,0.0001398438,0.0001851653,0.00006738827,0.002934788,0.00001497747,0.0003353672,0.00003500833,0.00002327969],"category_scores_gemma":[0.0006837143,0.00006249939,0.00006933709,0.0004353213,0.0005288994,0.00006367642,0.0005672148,0.000755632,0.000002111379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757683,"about_ca_system_score_gemma":0.001968503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006100846,"about_ca_topic_score_gemma":0.004373184,"domain_scores_codex":[0.9974033,0.00134311,0.0003510757,0.0001965788,0.0003892532,0.0003167152],"domain_scores_gemma":[0.9978244,0.001167044,0.0002866552,0.0003913764,0.0002541425,0.00007633338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001633361,0.0001955902,0.735074,0.0001435282,0.0001590869,1.203048e-7,0.2119541,0.00008825266,0.0000563463,0.001558535,0.04404173,0.006565311],"study_design_scores_gemma":[0.0002832458,0.0001292739,0.9142162,0.00007057151,0.00001868637,0.000001958022,0.04705246,0.00001146405,0.00001162804,0.004734685,0.03337813,0.00009168409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749283,0.001725381,3.935793e-7,0.02057781,0.001125864,0.0009081735,0.00002781895,0.000007897754,0.0006983606],"genre_scores_gemma":[0.9929368,0.001618469,0.00000341409,0.0004855566,0.00006788376,0.0003385518,0.000005249626,0.00001186293,0.004532182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1791422,"threshold_uncertainty_score":0.9983633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4957991683943652,"score_gpt":0.5735152745720115,"score_spread":0.0777161061776463,"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."}}