{"id":"W2918175973","doi":"10.7939/r33t9dn8t","title":"University of Alberta 2017 Teaching Practices and Support survey","year":2018,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.00349142,0.0003917927,0.0005903268,0.007380448,0.001666601,0.002538406,0.001597391,0.000769551,0.01127799],"category_scores_gemma":[0.01103137,0.0005502578,0.000336019,0.009119685,0.0004339716,0.0005914479,0.001258743,0.001135222,0.005086599],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02524496,"about_ca_system_score_gemma":0.04835671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8922194,"about_ca_topic_score_gemma":0.9538336,"domain_scores_codex":[0.9966663,0.0002132882,0.0002545544,0.0001547977,0.002037381,0.0006737754],"domain_scores_gemma":[0.9718203,0.001602767,0.001896032,0.0004181425,0.01752946,0.006733283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005259952,0.0006969539,0.6068842,0.0003972942,0.00006891683,0.0002838456,0.003042842,0.0004241064,0.0004529331,0.0006799442,0.3221173,0.06442569],"study_design_scores_gemma":[0.00003599407,0.00006638253,0.9260399,0.0002095642,0.00001962917,0.00006821329,0.004936242,0.0001743651,0.000235837,0.00007584528,0.06810981,0.00002823206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6258224,0.002307991,0.0007845131,0.007565261,0.0005668515,0.001944955,0.2320269,0.0005456033,0.1284355],"genre_scores_gemma":[0.6422893,0.004514954,0.004747312,0.003750683,0.0002855905,0.002874285,0.145513,0.0002809056,0.195744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.974755,"threshold_uncertainty_score":0.2168307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969428421146465,"score_gpt":0.317885602682827,"score_spread":0.2681913184713623,"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."}}