{"id":"W2138788260","doi":"","title":"A ROLE FOR RESEARCH IN INITIAL TEACHER EDUCATION ADMISSIONS: A CASE STUDY FROM ONE CANADIAN UNIVERSITY","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Confidentiality; Identity (music); Teacher education; Pedagogy; Service (business); Psychology; Medical education; Sociology; Political science; Medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03164966,0.0008472916,0.001299652,0.003792623,0.07569195,0.01608616,0.006484766,0.007322723,0.004320099],"category_scores_gemma":[0.07215737,0.0009497011,0.0009480633,0.007731751,0.02270156,0.005116325,0.01617612,0.01175267,0.0006470158],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1166109,"about_ca_system_score_gemma":0.1929103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7709677,"about_ca_topic_score_gemma":0.9158056,"domain_scores_codex":[0.9453352,0.03118004,0.00172879,0.001697189,0.006863032,0.01319573],"domain_scores_gemma":[0.8988701,0.046173,0.004443915,0.003458552,0.01472187,0.03233262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001743556,0.000590419,0.01289582,0.0004401567,0.00001519587,0.01527496,0.9119579,0.0003598519,0.001369566,0.01249951,0.004673587,0.03974875],"study_design_scores_gemma":[0.00001670923,0.0001586276,0.005010426,0.000286568,0.0000124537,0.0009492267,0.9682639,0.0001790984,0.0003245606,0.0007556312,0.0239843,0.00005847283],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164924,0.001986663,0.002272475,0.04112006,0.0004384963,0.001245409,0.00009938946,0.00008473775,0.03626035],"genre_scores_gemma":[0.9809151,0.001580202,0.003407244,0.003316785,0.00007488228,0.0003176782,0.00004186929,0.00004700121,0.01029936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8833891,"threshold_uncertainty_score":0.8460752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1950283507968014,"score_gpt":0.4716467493462753,"score_spread":0.2766183985494739,"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."}}