{"id":"W2581434947","doi":"","title":"A symposium on opening the research text: critical insights and in(ter)ventions into mathematics education","year":2008,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics education; Epistemology; Computer science; Mathematics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04236595,0.001689372,0.001602536,0.002951472,0.01539603,0.02666034,0.003458468,0.02067065,0.01358755],"category_scores_gemma":[0.09268746,0.0008811845,0.001910719,0.002287758,0.0284073,0.03295981,0.01677938,0.04354863,0.003218136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035086,"about_ca_system_score_gemma":0.01799619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714765,"about_ca_topic_score_gemma":0.005470097,"domain_scores_codex":[0.9636201,0.02728695,0.001175162,0.002012654,0.003947999,0.001957102],"domain_scores_gemma":[0.905503,0.07173917,0.002770919,0.002908699,0.01046419,0.006613962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001039635,0.00008123271,0.0001382005,0.0005802913,0.00001966591,0.0002682316,0.03856229,0.00006035844,0.000585311,0.1954139,0.7387167,0.02546998],"study_design_scores_gemma":[0.00001749732,0.00002509078,0.0001551586,0.001076108,0.00001053486,0.00006749407,0.01996516,0.00006093023,0.0001933217,0.05284396,0.9255441,0.00004062938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009317365,0.03994775,0.001903147,0.7599599,0.1849073,0.00007297527,0.00005066471,0.00003782241,0.01218869],"genre_scores_gemma":[0.07950743,0.05488249,0.006505861,0.5242622,0.241579,0.0007125842,0.0001177707,0.0005978249,0.09183479],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04236595,"threshold_uncertainty_score":0.2240552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05927018826002955,"score_gpt":0.3900699877276698,"score_spread":0.3307997994676402,"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."}}