{"id":"W4283828470","doi":"10.3389/feduc.2022.939232","title":"Global Competence in Canadian Teacher Candidates","year":2022,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"European Commission; University of Winnipeg","keywords":"Competence (human resources); Psychology; Mathematics education; Developmental psychology; Pedagogy; Medical education; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001339475,0.0003250095,0.0003541531,0.002542909,0.002651588,0.001078764,0.0005500645,0.0002971148,0.003724999],"category_scores_gemma":[0.004719739,0.0001777046,0.0003643567,0.001682132,0.001110521,0.0002325243,0.001033674,0.00056566,0.0004458293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005200973,"about_ca_system_score_gemma":0.007447569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8182315,"about_ca_topic_score_gemma":0.8883964,"domain_scores_codex":[0.9988807,0.00007875975,0.0000571584,0.00009816008,0.0004647395,0.000420489],"domain_scores_gemma":[0.996666,0.0001272246,0.0003923561,0.00007641979,0.00161452,0.001123438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001465743,0.00006294688,0.9564327,0.00008242809,0.00001996695,0.0003263197,0.01756273,0.00009479177,0.001267656,0.0003689828,0.002257241,0.02137766],"study_design_scores_gemma":[0.000004995848,0.000094536,0.9891382,0.00002737621,0.00000703393,0.0001178256,0.006839155,0.00007479447,0.0001919501,0.00002752152,0.003463548,0.00001311925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946905,0.0001512541,0.00005762934,0.00009669312,0.00001465641,0.00003252802,0.0003061677,0.00000552046,0.00464504],"genre_scores_gemma":[0.997148,0.0001413267,0.00008899945,0.00002448893,0.00000369236,0.0000199228,0.000373398,0.000003151389,0.002197086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817685,"threshold_uncertainty_score":0.3656778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008313196191104622,"score_gpt":0.3028663178310717,"score_spread":0.2945531216399671,"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."}}