{"id":"W4393388888","doi":"10.4236/ce.2024.153027","title":"Online Seminar-Style Presentation-Based Graduate Courses in STEM: Reflection and Recommendations for Tomorrow’s Professionals","year":2024,"lang":"en","type":"article","venue":"Creative Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Birkbeck, University of London; University of Illinois at Urbana-Champaign; University of Massachusetts Dartmouth; Dartmouth College; Arizona State University; Johns Hopkins University; Georgia Institute of Technology; Vanderbilt University; University of Southern California","keywords":"Reflection (computer programming); Presentation (obstetrics); Style (visual arts); Graduate students; Medical education; Psychology; Computer science; Medicine; Obstetrics; History","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":[],"consensus_categories":[],"category_scores_codex":[0.0120726,0.0004227804,0.0001883007,0.0006264311,0.001922696,0.003479742,0.00176444,0.001555155,0.01477973],"category_scores_gemma":[0.01526137,0.0001568929,0.0003165618,0.0004984121,0.0007433383,0.002299575,0.002809537,0.001736012,0.003375744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248189,"about_ca_system_score_gemma":0.004668084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123809,"about_ca_topic_score_gemma":0.004880827,"domain_scores_codex":[0.9974262,0.001396412,0.0001031581,0.0001775359,0.000521006,0.0003756368],"domain_scores_gemma":[0.9857543,0.00370637,0.0005004992,0.0005769779,0.001774228,0.007687699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001624814,0.005173488,0.01336917,0.0003584534,0.00001015202,0.0005649001,0.01512342,0.0004521229,0.007910037,0.002953657,0.09134861,0.8625734],"study_design_scores_gemma":[0.0003080983,0.005415673,0.09215057,0.001885808,0.0000510769,0.001260195,0.1397666,0.003889609,0.01552292,0.0194571,0.7200821,0.0002101844],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6183277,0.002501762,0.06678983,0.2041796,0.003609414,0.002563008,0.0003962948,0.002518971,0.09911347],"genre_scores_gemma":[0.6381871,0.003860113,0.234617,0.0145798,0.001185391,0.001842136,0.0008044341,0.000555512,0.1043686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01477973,"threshold_uncertainty_score":0.06384683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407596969692363,"score_gpt":0.4969314348988905,"score_spread":0.3561717379296542,"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."}}