{"id":"W4382500748","doi":"10.3389/feduc.2023.1170454","title":"Accessibility in assessment for learning: sharing criteria for success","year":2023,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Australian Research Council; Australian Government","keywords":"Rubric; Mathematics education; Curriculum; Psychology; Dilemma; Intervention (counseling); Best practice; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002210537,0.00006678862,0.000123114,0.0002148564,0.000209609,0.0001294392,0.0002365764,0.00006540644,0.00007315618],"category_scores_gemma":[0.0008331777,0.00007844374,0.00004262086,0.0004359726,0.00006280043,0.0003187664,0.00002210683,0.00007400371,0.000003067101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008508742,"about_ca_system_score_gemma":0.0007609288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009516228,"about_ca_topic_score_gemma":0.001392859,"domain_scores_codex":[0.9989189,0.0001052225,0.0002486415,0.0003091032,0.0001357162,0.0002824035],"domain_scores_gemma":[0.9995273,0.000118005,0.0000645014,0.0001376561,0.00008970254,0.00006280703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001671318,0.000305811,0.9091204,0.00007060173,0.000002715309,1.402584e-8,0.01695937,0.00004342317,0.000008168106,0.003014783,0.0323401,0.03811785],"study_design_scores_gemma":[0.0003264652,0.00002430369,0.7424095,0.00003950463,0.000005223078,1.322689e-8,0.0800504,0.002745108,0.0000176322,0.05340828,0.120836,0.0001375847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721466,0.00004276921,0.004195502,0.008618069,0.007939727,0.001612338,0.000005169465,0.00008520767,0.005354657],"genre_scores_gemma":[0.9835275,0.00003433905,0.009052728,0.0001137324,0.0002873,0.001730396,0.0001297018,0.00001091137,0.005113401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.166711,"threshold_uncertainty_score":0.3198843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06558998663233546,"score_gpt":0.4688903575176367,"score_spread":0.4033003708853013,"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."}}