{"id":"W43669929","doi":"10.5951/mtms.11.2.0054","title":"Addressing Diversity in the Mathematics Classroom with Cultural Artifacts","year":2005,"lang":"en","type":"article","venue":"Mathematics Teaching in the Middle School","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Diversity (politics); Mathematics education; Ethnic group; Cultural diversity; Style (visual arts); Paraphrase; Socioeconomic status; Cultural pluralism; Pedagogy; Psychology; Teaching method; Sociology; Linguistics","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":[0.008955206,0.0002492916,0.0002998874,0.0001806644,0.001573426,0.0005563044,0.001593362,0.0001097577,0.000116485],"category_scores_gemma":[0.001550595,0.0001388511,0.00008953524,0.0003959677,0.0002326249,0.0004554138,0.000167561,0.001237524,0.00009810783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003003821,"about_ca_system_score_gemma":0.0001011673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006647595,"about_ca_topic_score_gemma":0.005057042,"domain_scores_codex":[0.9967289,0.0009628673,0.0005225789,0.0002442019,0.00102685,0.0005146041],"domain_scores_gemma":[0.9977286,0.001163733,0.0003014636,0.0006713273,0.00004400837,0.00009079574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000418112,0.001017088,0.002047348,0.0001199724,0.00001282704,0.000008496041,0.787926,0.00003339193,0.00001514875,0.2050413,0.002465465,0.001308856],"study_design_scores_gemma":[0.0008204279,0.00008603745,0.00121148,0.001741754,0.0001059499,0.00009222596,0.715216,0.005283045,0.00005858717,0.2604136,0.01414941,0.0008214401],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8261386,0.00007206359,0.01257028,0.007751112,0.00008001952,0.001379464,0.000003321338,0.0002614162,0.1517437],"genre_scores_gemma":[0.9034282,0.00001399358,0.09506898,0.0006871438,0.0001751694,0.00006911673,0.000003885228,0.00002039007,0.0005331447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1512105,"threshold_uncertainty_score":0.9997264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828136438336331,"score_gpt":0.3701493088859312,"score_spread":0.1873356650522982,"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."}}