{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002044433,0.0002557551,0.0005668065,0.001566685,0.0114869,0.004524178,0.0008888579,0.0008473772,0.001778407],"category_scores_gemma":[0.004102927,0.0002333765,0.0002262895,0.001236024,0.009160792,0.001617432,0.007206168,0.00171746,0.0001548748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009512794,"about_ca_system_score_gemma":0.005925176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2398807,"about_ca_topic_score_gemma":0.4316521,"domain_scores_codex":[0.9973401,0.001157342,0.00008181346,0.0002336314,0.0004283229,0.000758699],"domain_scores_gemma":[0.9977916,0.0009338599,0.0004997324,0.00008734888,0.0002437948,0.0004435523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005251886,0.0001491498,0.1503418,0.00004036827,0.00001109768,0.0006629121,0.8342156,0.000106571,0.002006094,0.004723467,0.0002547735,0.007435604],"study_design_scores_gemma":[0.000007140081,0.00005539294,0.1523809,0.00003424034,0.000007380043,0.000145008,0.8408249,0.0002316662,0.0004092051,0.001249923,0.004636568,0.00001773173],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966167,0.00006171325,0.0001084665,0.0002451754,0.000002146402,0.000009940568,0.000009431127,0.000001724082,0.002944813],"genre_scores_gemma":[0.9992083,0.00005717954,0.0001012442,0.00003094789,0.000001936192,0.00001088136,0.00001357109,0.000001790742,0.0005742031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2398807,"threshold_uncertainty_score":0.4769689,"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."}}