{"id":"W4309546005","doi":"10.53967/cje-rce.5515","title":"A Course or a Pathway? Addressing French as a Second Language Teacher Recruitment and Retention in Canadian BEd Programs","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of British Columbia; University of Ottawa","funders":"","keywords":"Practicum; Certification; Graduation (instrument); Teacher education; Professional development; Pedagogy; Medical education; Alternative teacher certification; Psychology; Public relations; Political science; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01968231,0.0002280346,0.0004400964,0.0024947,0.01698125,0.008106343,0.003972568,0.001884461,0.002954561],"category_scores_gemma":[0.0422916,0.0004394358,0.0003078646,0.003625938,0.004747765,0.003022784,0.005661135,0.002473197,0.0001668122],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07665074,"about_ca_system_score_gemma":0.2509405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9300022,"about_ca_topic_score_gemma":0.9782901,"domain_scores_codex":[0.9855349,0.00401995,0.0003574628,0.0006353864,0.003255455,0.006196764],"domain_scores_gemma":[0.9666571,0.007277779,0.002617308,0.0007161804,0.01182745,0.01090415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002352773,0.0006329454,0.3404755,0.0008661542,0.00003173807,0.00205916,0.3658113,0.0004205231,0.002287248,0.01345674,0.01845653,0.2552669],"study_design_scores_gemma":[0.00002187426,0.0003323879,0.2068137,0.001072946,0.00003363087,0.0004419769,0.7189306,0.0007712311,0.001269019,0.001240095,0.06897966,0.00009278664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530402,0.001259842,0.001279668,0.03035338,0.000153493,0.0004176954,0.0001571688,0.00006550292,0.01327299],"genre_scores_gemma":[0.9914471,0.0008835161,0.002230253,0.00217341,0.00002178281,0.0001393867,0.00009408627,0.00001737492,0.002993097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9233493,"threshold_uncertainty_score":0.5561426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154161107520381,"score_gpt":0.3692933403736302,"score_spread":0.2538772296215921,"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."}}