{"id":"W2131226702","doi":"10.47678/cjhe.v43i1.2072","title":"Graduate student teaching development: Evaluating the effectiveness of training in relation to graduate student characteristics","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Apprehension; Graduate students; Training (meteorology); Medical education; Psychology; Empirical research; Pedagogy; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01150118,0.0003628098,0.0006711892,0.001150724,0.0005627909,0.0008050109,0.0007629709,0.0005236816,0.001516787],"category_scores_gemma":[0.0334177,0.0001775769,0.001036761,0.0007277611,0.0005262438,0.0006263742,0.0008754898,0.0006387393,0.0002889062],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007566304,"about_ca_system_score_gemma":0.001069399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285253,"about_ca_topic_score_gemma":0.002470995,"domain_scores_codex":[0.9946127,0.002329355,0.0005656116,0.000411953,0.001628015,0.0004523709],"domain_scores_gemma":[0.9660416,0.01770225,0.006025539,0.001194133,0.004319896,0.004716518],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003067325,0.008209117,0.8487691,0.0003743844,0.000473106,0.00007997114,0.004007024,0.0003481147,0.001526651,0.0000526884,0.0004378129,0.1326548],"study_design_scores_gemma":[0.0000818017,0.01174019,0.9839882,0.0000537559,0.0001192514,0.00004647818,0.002184527,0.0002496819,0.001002699,0.00003412058,0.0004824237,0.00001680588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986381,0.0001679713,0.0001293605,0.00005221698,0.00001194299,0.0001332479,0.00003816409,0.000007429769,0.0008216107],"genre_scores_gemma":[0.9983725,0.0001457704,0.0006835082,0.0000285672,0.00001782865,0.0001959578,0.00009415691,0.000003459566,0.0004583565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992434,"threshold_uncertainty_score":0.06082475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.218925665494832,"score_gpt":0.4835413761512777,"score_spread":0.2646157106564456,"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."}}