{"id":"W4313888127","doi":"10.1007/s42330-022-00255-w","title":"Mathematics Education Under the Gavel: Who Controls the Minimum Competency Standards?","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; Lakehead University","funders":"","keywords":"Mathematics education; Computer science; Mathematics","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":[0.03531601,0.0003064139,0.001128417,0.002299233,0.004173935,0.01010762,0.003285752,0.004070085,0.008727754],"category_scores_gemma":[0.1786921,0.000529923,0.0003847125,0.001584602,0.007966897,0.007653428,0.004837103,0.006659326,0.001473671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01557905,"about_ca_system_score_gemma":0.03056028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1449904,"about_ca_topic_score_gemma":0.1409771,"domain_scores_codex":[0.9592222,0.01605572,0.001644682,0.002909213,0.01099497,0.009173339],"domain_scores_gemma":[0.8520235,0.07128822,0.01862749,0.004840105,0.02537824,0.02784237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007370652,0.001245702,0.3286647,0.0003389063,0.0001466748,0.0003867865,0.01784165,0.001047188,0.0009278823,0.2479741,0.09698198,0.3037075],"study_design_scores_gemma":[0.0006647811,0.0009052299,0.4936724,0.003441616,0.0002955668,0.0005723169,0.05708584,0.007817845,0.004041019,0.1655522,0.2653296,0.0006215392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4650565,0.007196371,0.006477268,0.3736359,0.00283323,0.0002078372,0.0007438766,0.0001835582,0.1436654],"genre_scores_gemma":[0.9816417,0.0005468961,0.000902371,0.01090031,0.0004644587,0.00005516506,0.00006700651,0.00006267723,0.005359399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1449904,"threshold_uncertainty_score":0.2882929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528168510156195,"score_gpt":0.3170481655508523,"score_spread":0.3017664804492903,"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."}}