{"id":"W2890439040","doi":"10.1080/0309877x.2018.1499882","title":"Cues, emotions and experiences: How teaching assistants make decisions about teaching","year":2018,"lang":"en","type":"article","venue":"Journal of Further and Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Psychology; Process (computing); Pedagogy; Graduate students; Higher education; Teaching method; Mathematics education; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.003497534,0.000287458,0.0003451648,0.0005526369,0.003626543,0.007025397,0.0007133228,0.001338045,0.001363972],"category_scores_gemma":[0.01846879,0.000312303,0.0002404255,0.0004094195,0.004568349,0.001847198,0.002643842,0.001461188,0.0003499558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002142115,"about_ca_system_score_gemma":0.003431099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01987639,"about_ca_topic_score_gemma":0.02995208,"domain_scores_codex":[0.9937918,0.004030423,0.0001913662,0.0003279742,0.0009207813,0.000737847],"domain_scores_gemma":[0.9912643,0.005030702,0.001318883,0.0002431586,0.0007542399,0.001388655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001777146,0.0001045793,0.02787749,0.0001185034,0.00002326288,0.0009355253,0.9331718,0.0001366541,0.003439516,0.001409909,0.0009512225,0.03165387],"study_design_scores_gemma":[0.00001529175,0.0001555974,0.02361612,0.0001134776,0.00002620783,0.000352109,0.9578379,0.0002783,0.001139769,0.001211087,0.01518716,0.00006698107],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893103,0.0005476224,0.001159274,0.000877814,0.00004130214,0.00001934369,0.00001668881,0.00002808062,0.007999637],"genre_scores_gemma":[0.9980502,0.0002418124,0.0004131129,0.0001224342,0.000009280655,0.000006310716,0.00000631257,0.000008142286,0.001142421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01987639,"threshold_uncertainty_score":0.0395214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053899319674887,"score_gpt":0.4538075297272963,"score_spread":0.3484175977598076,"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."}}