{"id":"W2765313177","doi":"","title":"Towards an Understanding of Mathematics Teachers","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics education; Pedagogy; Mathematics; Computer science; Sociology","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":[0.001052684,0.00005889694,0.0001306895,0.00001973457,0.001900574,0.00007323555,0.0009181377,0.0000584953,0.00002427187],"category_scores_gemma":[0.0004544147,0.0000407433,0.0001365577,0.00005262632,0.0005069214,0.0001560757,0.00002906931,0.0000922822,2.241801e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200356,"about_ca_system_score_gemma":0.004489616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.286447,"about_ca_topic_score_gemma":0.6870236,"domain_scores_codex":[0.9993328,0.00005025378,0.0001606243,0.00008673355,0.0002222282,0.0001473569],"domain_scores_gemma":[0.9986398,0.0000770127,0.0004805089,0.0004850504,0.0002470152,0.00007063453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000054363,0.0006309731,0.02038461,0.00009121003,0.0003080277,2.288044e-8,0.7214791,0.00002714967,0.000179324,0.2114874,0.004679739,0.04072709],"study_design_scores_gemma":[0.0001914541,0.00009407081,0.01403013,0.00006494069,0.0001374549,8.926702e-8,0.967555,0.0002162101,0.0000647285,0.0133136,0.004258191,0.00007407921],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752025,0.00003219411,0.0001880952,0.007431174,0.0005943928,0.0008616252,0.00002052248,0.000004367521,0.01566516],"genre_scores_gemma":[0.9978138,0.00001553387,0.001090443,0.00001590552,0.00008943341,0.00001186367,0.000001398844,0.000005222089,0.0009564603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4005766,"threshold_uncertainty_score":0.9993988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1604369821781567,"score_gpt":0.3915489213827644,"score_spread":0.2311119392046077,"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."}}