{"id":"W1546258346","doi":"10.1080/14926150903574338","title":"Canadian Journal of Science, Mathematics and Technology Education","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mathematics education; Computer science; Engineering ethics; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001201883,0.000759126,0.0008003901,0.004093888,0.00619508,0.006704219,0.001140706,0.001229177,0.1746904],"category_scores_gemma":[0.004546237,0.0003910398,0.0004838551,0.005838322,0.002205588,0.001499152,0.001527935,0.001573189,0.01442706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03636488,"about_ca_system_score_gemma":0.197512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9620249,"about_ca_topic_score_gemma":0.9813204,"domain_scores_codex":[0.9976056,0.00008558871,0.0001159719,0.0001284408,0.00169759,0.000366738],"domain_scores_gemma":[0.9914353,0.0002208937,0.0001433481,0.0001669294,0.006689495,0.001343994],"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":[0.00003081099,0.00003273076,0.001922341,0.0002870825,0.0000249016,0.00009784339,0.0002004792,0.0001593237,0.0001549263,0.04009814,0.8960755,0.06091593],"study_design_scores_gemma":[0.00000617413,0.000004393371,0.004531244,0.00009657955,0.00001750391,0.00004155523,0.0003238049,0.0001026522,0.00006486772,0.002396039,0.992402,0.00001323817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005996902,0.04640549,0.0009257479,0.07849724,0.01895645,0.0001250226,0.01067524,0.0003268719,0.8380911],"genre_scores_gemma":[0.1221782,0.06887845,0.002848062,0.005080085,0.002634299,0.00007047103,0.005185614,0.0002080337,0.7929168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9620249,"threshold_uncertainty_score":0.5843974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428589416086374,"score_gpt":0.2963207630659724,"score_spread":0.2820348689051087,"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."}}