{"id":"W4399386629","doi":"10.1186/s12909-024-05498-9","title":"“The genie is out of the bottle”: a qualitative study on the impact of COVID-19 on continuing professional development","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; McGill University; The Wilson Centre; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Pandemic; Thematic analysis; Flexibility (engineering); Coronavirus disease 2019 (COVID-19); Qualitative research; Field (mathematics); Public relations; Medical education; Social distance; Professional development; Political science; Pedagogy; Sociology; Psychology; Medicine; Management; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006052181,0.0000746943,0.00008979277,0.00003507834,0.000591252,0.00004528817,0.0003254386,0.00004653359,0.001418009],"category_scores_gemma":[0.01076365,0.00003231789,0.00007873818,0.0002585361,0.0002297545,0.00004694804,0.0000376403,0.0002461183,0.00003646844],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003416662,"about_ca_system_score_gemma":0.01505922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000883911,"about_ca_topic_score_gemma":0.000673897,"domain_scores_codex":[0.996328,0.001993152,0.0003122217,0.0001485161,0.001080657,0.0001374338],"domain_scores_gemma":[0.9948016,0.00456673,0.0001638028,0.0001919512,0.0001060367,0.0001699142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000217701,0.0006976443,0.001143972,0.00002116006,0.00004875479,6.522017e-8,0.8709366,0.000002404427,0.000005060783,0.01766265,0.1031812,0.00627873],"study_design_scores_gemma":[0.0001268605,0.00008696507,0.02566964,0.0002288779,0.00001796015,1.190335e-7,0.828571,0.00001729861,0.00003401809,0.001702836,0.1434805,0.00006390528],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447525,0.0001538067,0.0000608255,0.04789245,0.003816633,0.0007668204,0.000003538918,0.00001395858,0.002539439],"genre_scores_gemma":[0.9914642,0.00002298061,0.00003100478,0.000695941,0.000182145,0.0001774458,0.000002202809,0.000005436149,0.007418674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04719651,"threshold_uncertainty_score":0.9994949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461183210131793,"score_gpt":0.5438492355579626,"score_spread":0.3977309145447833,"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."}}