{"id":"W4398277776","doi":"10.3389/feduc.2024.1376658","title":"The educational development of university teachers: mapping the landscape","year":2024,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Development (topology); Mathematics education; Computer science; Engineering management; Engineering; Psychology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01998179,0.0004100805,0.001226392,0.02229769,0.002977656,0.01283392,0.001159793,0.00216861,0.00139535],"category_scores_gemma":[0.04092681,0.0005927913,0.000654803,0.036684,0.004852982,0.01015806,0.004054625,0.001274736,0.0002266151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006154138,"about_ca_system_score_gemma":0.01207041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277377,"about_ca_topic_score_gemma":0.01982356,"domain_scores_codex":[0.9844327,0.009009773,0.002134773,0.001150014,0.00261956,0.0006532059],"domain_scores_gemma":[0.9361245,0.05468344,0.003209986,0.001176079,0.004531315,0.0002746981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000114085,0.00008516656,0.02772922,0.03741293,0.0002256249,0.00141634,0.3599009,0.001182737,0.001234686,0.029979,0.003400484,0.5373188],"study_design_scores_gemma":[0.00001794058,0.0002310633,0.07664222,0.08359426,0.0004309173,0.001287107,0.6222671,0.0007732389,0.001588039,0.01207222,0.2009999,0.00009600201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3513024,0.5779487,0.0100795,0.01276426,0.0004208724,0.0004840651,0.001299945,0.00005029755,0.0456499],"genre_scores_gemma":[0.7502241,0.237022,0.009169138,0.0007198754,0.0001021869,0.000417554,0.0005577379,0.0000377064,0.001749584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02229769,"threshold_uncertainty_score":0.105675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05921470405344732,"score_gpt":0.365672494736903,"score_spread":0.3064577906834557,"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."}}