{"id":"W4390142485","doi":"10.18733/cpi29704","title":"CPI Special Issue: \"All That Glitters is Not Gold: Culturally Responsive Online Assessment and Pedagogy in Uncertain Times\"","year":2023,"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 Calgary","funders":"University of Alberta","keywords":"Narrative; Pedagogy; Psychology; Art; Literature","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006164032,0.0003019973,0.0004140404,0.0001151484,0.0003747922,0.000335338,0.0002990296,0.0002524041,0.001502891],"category_scores_gemma":[0.00009879842,0.0002100263,0.0001034398,0.0004777538,0.000765793,0.000489516,0.0002769518,0.0003821781,0.0001199145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369821,"about_ca_system_score_gemma":0.0001079047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007432841,"about_ca_topic_score_gemma":0.0008978987,"domain_scores_codex":[0.9973487,0.0003474801,0.0003440313,0.0006049893,0.0006894065,0.0006654009],"domain_scores_gemma":[0.9990432,0.0003188242,0.0001077972,0.0001332876,0.0001073704,0.0002895367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005525952,0.0003024826,0.08988956,0.00006907882,0.0001453461,0.0003548228,0.5758639,0.000009204327,0.002435294,0.01587619,0.2806478,0.03385374],"study_design_scores_gemma":[0.0009392182,0.0001457079,0.3295631,0.00004444563,0.00003444067,0.000005265748,0.2653951,0.00007391997,0.00001601478,0.0006984567,0.4026509,0.0004334831],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952091,0.0001999495,0.000001000412,0.0352398,0.0008034884,0.0004146862,0.00003747995,0.000115884,0.01109666],"genre_scores_gemma":[0.9041445,0.005878117,0.0004342693,0.005032,0.007280466,0.00004414155,0.000225433,0.0000220502,0.07693899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3104689,"threshold_uncertainty_score":0.9994099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5297709765784591,"score_gpt":0.5571719172056213,"score_spread":0.02740094062716225,"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."}}