{"id":"W2229423945","doi":"10.32920/24103224","title":"Questionnaire data – Students’ Understandings of their Experiences in Graduate School","year":2023,"lang":"en","type":"article","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Presentation (obstetrics); Graduate students; Publishing; Medical education; Psychology; Value (mathematics); Mathematics education; Pedagogy; Medicine; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002213583,0.00005170023,0.00008113278,0.0001451413,0.0001704341,0.00008223513,0.0007797708,0.00003643067,0.000145318],"category_scores_gemma":[0.001692425,0.00004414738,0.00001226424,0.001077806,0.0002831652,0.001066695,0.0001676007,0.00008830047,0.00005205939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001653106,"about_ca_system_score_gemma":0.0002378208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004984078,"about_ca_topic_score_gemma":0.004958767,"domain_scores_codex":[0.9987305,0.0002601298,0.0001624826,0.0002142889,0.0004647486,0.0001678024],"domain_scores_gemma":[0.9993067,0.0002107933,0.00009647111,0.0002716443,0.00006236682,0.00005207206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001504653,0.0001472716,0.5700535,0.00001108446,0.00001775156,0.000001508822,0.3943713,0.000007552388,0.0001205682,0.02646681,0.004132401,0.004655201],"study_design_scores_gemma":[0.0001134962,0.00002004724,0.1545981,0.00004317191,0.000003586556,1.685225e-7,0.8213108,0.00009469928,0.0001849853,0.02084379,0.002697598,0.00008950091],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955649,0.00003842708,0.0001843277,0.003541725,0.0005514385,0.0001862784,0.000001366925,0.00007904042,0.03976841],"genre_scores_gemma":[0.9984104,0.0003331735,0.0002014532,0.00004560095,0.00007110142,0.0000252222,0.000005425008,0.000004327215,0.0009033171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4269395,"threshold_uncertainty_score":0.7534469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2751215432710056,"score_gpt":0.501263572188659,"score_spread":0.2261420289176534,"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."}}