{"id":"W4415029048","doi":"10.1080/0969594x.2025.2573160","title":"The importance of community in assessment","year":2025,"lang":"en","type":"article","venue":"Assessment in Education Principles Policy and Practice","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Set (abstract data type); Work (physics)","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":[0.007167247,0.00007803553,0.0001318999,0.0002284129,0.000575572,0.0001110837,0.0002682903,0.00006698917,0.00001304296],"category_scores_gemma":[0.003999252,0.00006868862,0.00002061048,0.000886704,0.000193476,0.0004205179,0.00007083978,0.0003984635,0.000001004399],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005095224,"about_ca_system_score_gemma":0.007792133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05381303,"about_ca_topic_score_gemma":0.02433403,"domain_scores_codex":[0.9963879,0.002620307,0.0004818859,0.0001015021,0.0002027489,0.0002056858],"domain_scores_gemma":[0.9931365,0.005973216,0.0003460287,0.0003268409,0.0001655653,0.00005180798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005715016,0.0003186913,0.1943385,0.00002357274,0.000007398851,4.951383e-8,0.02033752,0.000006299594,0.00000747542,0.7787505,0.000446403,0.005757898],"study_design_scores_gemma":[0.00009479978,0.000008501678,0.4013827,0.0000380631,0.000004597761,5.879573e-7,0.1602556,0.000005213053,0.000002547483,0.01016916,0.427997,0.00004125483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4476966,0.0003143824,0.00002080142,0.1136601,0.000381352,0.0003481757,0.000002107402,0.00000817893,0.4375683],"genre_scores_gemma":[0.9914171,0.001817054,0.0008361955,0.002615766,0.0001272938,0.0001424384,0.000004493274,0.000003837904,0.003035799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7685813,"threshold_uncertainty_score":0.9978328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08192554165819252,"score_gpt":0.5204617613953847,"score_spread":0.4385362197371921,"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."}}