{"id":"W2571980098","doi":"","title":"Language repertoires for mathematical and other discourses","year":2016,"lang":"en","type":"article","venue":"Malmö University Publications (Malmö University)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Mathematics education; Discourse analysis; Computer science; Teaching method; Mathematical logic; Linguistics; Sociology; Psychology; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004530601,0.0004005582,0.0004471025,0.004775007,0.002679999,0.005351502,0.001104697,0.0007695375,0.005322056],"category_scores_gemma":[0.01796601,0.0003025459,0.0003825212,0.001210302,0.007866741,0.006319767,0.004671685,0.00141588,0.0004622492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395798,"about_ca_system_score_gemma":0.001108812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280095,"about_ca_topic_score_gemma":0.001735229,"domain_scores_codex":[0.9940309,0.00358557,0.0003154209,0.0004623946,0.001100978,0.0005046689],"domain_scores_gemma":[0.9801631,0.01312674,0.002223002,0.001905471,0.001474417,0.001107285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001218582,0.0001142736,0.03325076,0.0002321527,0.00002167142,0.0007319535,0.6619493,0.0006187139,0.01618831,0.2444867,0.000432343,0.04185184],"study_design_scores_gemma":[0.00004757323,0.0003413398,0.09486054,0.0005994246,0.00005601745,0.004059894,0.607479,0.006517046,0.01106079,0.2111118,0.063693,0.0001735713],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245705,0.0004263531,0.0121932,0.0007718505,0.00001444777,0.00003759088,0.00005783717,0.00009340069,0.06183482],"genre_scores_gemma":[0.9971872,0.00006697951,0.001545817,0.00001883847,0.000007586383,0.00001886486,0.00001928506,0.00001659851,0.0011188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005351502,"threshold_uncertainty_score":0.02396035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03142343896362115,"score_gpt":0.3024710030090619,"score_spread":0.2710475640454408,"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."}}