{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003315291,0.00004949822,0.00006481042,0.0001293075,0.0002791838,0.0000338219,0.0002001245,0.00003086077,0.0004854836],"category_scores_gemma":[0.0001666186,0.00005793716,0.00001457226,0.0006958934,0.00005839151,0.0001187485,0.0000133701,0.00009383953,0.000008956906],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004182172,"about_ca_system_score_gemma":0.002949955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9479182,"about_ca_topic_score_gemma":0.9391529,"domain_scores_codex":[0.9991271,0.0001857244,0.0001086712,0.0001395828,0.0001557792,0.0002831657],"domain_scores_gemma":[0.9996865,0.000005164685,0.00003199741,0.00007642049,0.00003786274,0.0001620242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002823239,0.0000972847,0.7507976,0.000001159349,0.000001312468,6.126021e-7,0.03821403,0.00007957361,5.168808e-7,0.004763968,0.1993548,0.006686311],"study_design_scores_gemma":[0.00006385432,0.000002754731,0.2694529,0.00000316679,0.000001186457,4.892388e-7,0.1143409,0.00006715127,2.098482e-7,0.0007453022,0.61526,0.00006213825],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8762993,0.0007671963,0.000002607349,0.01250409,0.009555708,0.0003180032,0.00001767124,0.00001965197,0.1005158],"genre_scores_gemma":[0.9948428,0.00003224317,0.0008110948,0.0009366322,0.0000792869,0.00009269617,0.00004659886,0.000002302437,0.003156337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4813447,"threshold_uncertainty_score":0.9996406,"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."}}