{"id":"W4313343544","doi":"10.18733/cpi29666","title":"All that Glitters is not Gold: Culturally Responsive Online Assessment and Pedagogy in Uncertain Times","year":2022,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02687133,0.001038827,0.001329416,0.001410326,0.01397528,0.02060781,0.003040148,0.01388118,0.05567759],"category_scores_gemma":[0.1026183,0.0007931832,0.0007711143,0.001146285,0.007242343,0.01679111,0.01475428,0.01804815,0.01502457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380888,"about_ca_system_score_gemma":0.01370411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004818882,"about_ca_topic_score_gemma":0.01775069,"domain_scores_codex":[0.9791414,0.01033429,0.001311962,0.0009371659,0.006423966,0.001851252],"domain_scores_gemma":[0.8679194,0.05791574,0.003602799,0.00392269,0.02380369,0.04283563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001803556,0.00004751633,0.0002128752,0.00007403187,0.000002731628,0.00009335499,0.002079439,0.00001468611,0.00008889952,0.001179562,0.9761796,0.02000937],"study_design_scores_gemma":[0.00001697212,0.00007948062,0.001877026,0.0006424633,0.00001005003,0.0001739317,0.02153784,0.0001382885,0.0002505633,0.008227634,0.9669652,0.00008043653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002952075,0.005033008,0.002087259,0.7868792,0.1743208,0.0002376588,0.0001856206,0.0006676739,0.0276367],"genre_scores_gemma":[0.07886253,0.01653761,0.01532744,0.3266396,0.2552783,0.00225858,0.0009726536,0.003016238,0.301107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05567759,"threshold_uncertainty_score":0.1862601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5267311310912989,"score_gpt":0.5478395655922317,"score_spread":0.0211084345009328,"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."}}