{"id":"W2775116690","doi":"10.1080/15366367.2017.1388113","title":"Tracing the Assessment Triangle With Learning Progression-Aligned Assessments in Mathematics","year":2017,"lang":"en","type":"article","venue":"Measurement Interdisciplinary Research and Perspectives","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Tracing; Mathematics education; Computer science; Psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01296091,0.0001201394,0.0001888348,0.0001857754,0.004904056,0.0008794556,0.0005682747,0.00005256067,0.0000813373],"category_scores_gemma":[0.0007780601,0.00007407962,0.00003595406,0.0001404751,0.0008052028,0.0003204617,0.0003733965,0.00050441,0.000003073551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575969,"about_ca_system_score_gemma":0.000333846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002281756,"about_ca_topic_score_gemma":0.001836631,"domain_scores_codex":[0.9969203,0.0007856252,0.0002054292,0.0002895917,0.001401395,0.0003976137],"domain_scores_gemma":[0.9986227,0.000295315,0.0001628903,0.0003955553,0.0004132253,0.0001103229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001852836,0.0027843,0.04709082,0.0002107967,0.0001453136,0.00003024831,0.675785,0.000003217718,0.0006699432,0.2414487,0.001157986,0.03048841],"study_design_scores_gemma":[0.0008730867,0.001240097,0.03985153,0.001647858,0.00001715079,0.000006231989,0.7480125,0.0006501747,0.0002779409,0.2059241,0.001193068,0.0003062885],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3104011,0.0005884774,0.01509989,0.04295628,0.0001626997,0.003108779,0.000002525881,0.0002021441,0.6274781],"genre_scores_gemma":[0.9932267,0.00007346727,0.005172765,0.000003294317,0.00009332017,0.0002244268,7.035512e-7,0.00001337976,0.001191947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6828256,"threshold_uncertainty_score":0.9963914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.315027930696223,"score_gpt":0.5529067950476905,"score_spread":0.2378788643514674,"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."}}