{"id":"W4387298467","doi":"10.51286/albjm/1292438881","title":"IMPROVING THE TEACHING OF MATHEMATICS TO STUDENTS OF SCIENCE AND ENGINEERING","year":2010,"lang":"en","type":"article","venue":"Albanian Journal of Mathematics","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Science and engineering; Computation; Quality (philosophy); Symbolic computation; Computer science; Engineering mathematics; Software; Applied mathematics; Mathematics; Engineering ethics; Engineering; Algorithm; Programming language; Epistemology","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":[0.002208842,0.0004736852,0.0005050843,0.0007328336,0.001031425,0.00236699,0.0008761382,0.0008649502,0.01024327],"category_scores_gemma":[0.01114242,0.000146351,0.0003414602,0.0005041016,0.0005487336,0.001506882,0.002833067,0.001060452,0.003290389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000799427,"about_ca_system_score_gemma":0.00333098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000659481,"about_ca_topic_score_gemma":0.001229688,"domain_scores_codex":[0.9982246,0.0006511746,0.00006542146,0.0001775412,0.0006791389,0.0002022065],"domain_scores_gemma":[0.9956158,0.000986679,0.000582999,0.0006116452,0.001041262,0.001161619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003754174,0.00644489,0.01862762,0.0007505839,0.00002331852,0.0002436694,0.007590623,0.001253356,0.06830483,0.01416474,0.0120616,0.8701594],"study_design_scores_gemma":[0.0004825212,0.01716703,0.3607829,0.001927449,0.0001844673,0.002844811,0.02094856,0.01040233,0.1052255,0.06427948,0.4155294,0.0002257062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8299794,0.001716322,0.08255975,0.01345127,0.0008100352,0.0008969598,0.000111662,0.001253653,0.06922098],"genre_scores_gemma":[0.831031,0.002202084,0.1398405,0.001224008,0.0002703503,0.0003905499,0.0001835361,0.0001047857,0.02475318],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01024327,"threshold_uncertainty_score":0.03426713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005113440836524458,"score_gpt":0.2346479371735296,"score_spread":0.2295344963370051,"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."}}