{"id":"W2110527993","doi":"10.7202/1020978ar","title":"Discussing Virtual Tools That Simulate Probabilities: What are the middle school teachers’ concerns?","year":2013,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Moncton; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"GRASP; Mathematics education; Test (biology); Computer science; Virtual reality; Professional development; Psychology; Pedagogy; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005475067,0.0001997053,0.0002618513,0.0002873476,0.003490529,0.001311152,0.001109215,0.0001279048,0.0007826643],"category_scores_gemma":[0.005354538,0.0001453416,0.0001740464,0.0006472461,0.001289204,0.003789834,0.00005418891,0.0004147888,0.00004935652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216094,"about_ca_system_score_gemma":0.00158148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008493253,"about_ca_topic_score_gemma":0.000343452,"domain_scores_codex":[0.996922,0.001038719,0.000664804,0.0002760568,0.000607155,0.0004913252],"domain_scores_gemma":[0.9963288,0.0009254629,0.001167589,0.000344436,0.0008399028,0.0003937659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001948386,0.001629349,0.009871649,0.0002432741,0.00009803818,0.000001839873,0.4570936,0.001223166,0.0004488076,0.3375241,0.03356764,0.1582791],"study_design_scores_gemma":[0.0001498436,0.0001433766,0.002946318,0.001131126,0.00005670408,0.00009982527,0.6732147,0.0004320396,0.0004370939,0.1998203,0.1212085,0.000360178],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324575,0.0006044122,0.002606308,0.02811757,0.004681549,0.001128234,0.00001138734,0.0001385775,0.03025446],"genre_scores_gemma":[0.9800338,0.0004484704,0.01240912,0.002069308,0.0005219771,0.0000941548,0.000002138311,0.00002037792,0.004400623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161211,"threshold_uncertainty_score":0.9997256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5089811946332711,"score_gpt":0.4480750281495726,"score_spread":0.06090616648369851,"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."}}