{"id":"W4285677805","doi":"10.18733/cpi29639","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":"Psychology; Pedagogy","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":[0.0290428,0.0005496494,0.0008449761,0.001299666,0.01166838,0.01941177,0.00202838,0.01072813,0.03368382],"category_scores_gemma":[0.1331295,0.0005590218,0.0005139065,0.001154342,0.007638099,0.01655215,0.01169892,0.01345243,0.008744177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003110765,"about_ca_system_score_gemma":0.01178135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00364555,"about_ca_topic_score_gemma":0.01666222,"domain_scores_codex":[0.9734934,0.01447945,0.001493424,0.0008384009,0.008185952,0.001509416],"domain_scores_gemma":[0.8274965,0.1076523,0.00465324,0.004902031,0.02127412,0.03402196],"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":[0.00002653861,0.00008030936,0.0005461265,0.00008439787,0.000004272952,0.0001164115,0.004657285,0.00002807852,0.00009871835,0.004277961,0.9461034,0.04397649],"study_design_scores_gemma":[0.00001835502,0.00007151807,0.002403475,0.0006942765,0.000009653411,0.0001295569,0.02451586,0.0001686041,0.0002733018,0.01503864,0.9565953,0.00008145157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004949027,0.003496425,0.002924267,0.8696216,0.07946955,0.0001637528,0.0001820752,0.0006644503,0.03852899],"genre_scores_gemma":[0.1545174,0.01275606,0.02034687,0.4370542,0.1159555,0.001833213,0.0007035124,0.00252146,0.2543118],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03368382,"threshold_uncertainty_score":0.1535948,"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."}}