{"id":"W1862950682","doi":"10.22329/celt.v8i0.4246","title":"Teaching Assistant Competencies in Canada: Building a Framework for Practice Together","year":2015,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University; University of Victoria","funders":"","keywords":"Teaching assistant; Process (computing); Pedagogy; Value (mathematics); Teaching method; Graduate students; Mathematics education; Medical education; Psychology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.003675623,0.0001217709,0.0001894576,0.0001082229,0.001519708,0.0001871334,0.0001284091,0.00008792733,0.00001290629],"category_scores_gemma":[0.02638589,0.0001214618,0.00002230577,0.0001596062,0.00005434471,0.0001318655,0.00003106668,0.001153243,0.000001365743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113417,"about_ca_system_score_gemma":0.002313759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5298082,"about_ca_topic_score_gemma":0.3154419,"domain_scores_codex":[0.9975733,0.001142126,0.0002230443,0.000260448,0.0004137188,0.0003873185],"domain_scores_gemma":[0.9960976,0.003408059,0.00009618609,0.00007115857,0.00011887,0.0002080734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005510177,0.00007457582,0.008890462,0.00001535814,0.0000194312,0.000007235922,0.06507041,0.0001287032,0.00001535919,0.9114862,0.0006855021,0.01355167],"study_design_scores_gemma":[0.0006667913,0.0001143873,0.001249362,0.0005084904,0.0000235931,0.000004305497,0.2178399,0.001224721,0.000008238245,0.05509369,0.7228603,0.0004061843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6449776,0.000620773,0.04868157,0.05227778,0.001719462,0.0009050224,0.000004320136,0.0003812961,0.2504321],"genre_scores_gemma":[0.9216132,0.00001046893,0.07531793,0.001127295,0.0001352845,0.00003581157,0.000002381636,0.00001643481,0.001741249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8563925,"threshold_uncertainty_score":0.9997802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0363947708199371,"score_gpt":0.3498599255543898,"score_spread":0.3134651547344527,"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."}}