{"id":"W4379720766","doi":"","title":"Investigating stratification, language diversity and mathematics classroom interaction","year":2016,"lang":"en","type":"article","venue":"SUMA (Spanish Federation of Mathematics Teachers' Societies (FESPM))","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Stratification (seeds); Diversity (politics); Mathematics education; Computer science; Mathematics; Sociology; Biology; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002387193,0.0002431132,0.0003661813,0.0001142655,0.002129809,0.0002482481,0.0003510455,0.0002539382,0.000301061],"category_scores_gemma":[0.002203892,0.0002079864,0.0001239117,0.0001744124,0.0005801401,0.0006122898,0.0002480652,0.0002459379,0.00001865047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775912,"about_ca_system_score_gemma":0.000175395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002617844,"about_ca_topic_score_gemma":0.0003665008,"domain_scores_codex":[0.9976754,0.0002937562,0.0007061293,0.0003059029,0.0007154965,0.0003032858],"domain_scores_gemma":[0.9974523,0.0009290781,0.000753416,0.0003867731,0.0003188581,0.0001595821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000145892,0.0003937852,0.002995181,0.0003228999,0.0000706495,3.052582e-7,0.5924879,6.688575e-7,0.007851843,0.3855136,0.007267663,0.003093984],"study_design_scores_gemma":[0.0006840257,0.0001119846,0.000721251,0.0008243479,0.0001392062,0.000006845069,0.5767136,0.0006303331,0.01270658,0.4048859,0.001869977,0.000705901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8484983,0.0001027552,0.1207643,0.00486223,0.0002333109,0.0008839205,0.00001742062,0.0005625905,0.02407509],"genre_scores_gemma":[0.9088925,0.0001160345,0.08684958,0.0001092313,0.0001196081,0.00003640923,0.00001016048,0.00003154076,0.003834911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06039419,"threshold_uncertainty_score":0.9991693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04856783717733362,"score_gpt":0.3327196053121836,"score_spread":0.28415176813485,"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."}}