{"id":"W4407557710","doi":"","title":"Applications in Calculus courses in engineering: practices of teachers with different backgrounds","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Calculus (dental); Computer science; Mathematics education; Mathematics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007248588,0.0001631879,0.0001745901,0.0002473329,0.00002392989,0.00008177904,0.0002646322,0.00006778982,0.00002260366],"category_scores_gemma":[0.0001454575,0.0001593084,0.00003764957,0.0005638195,0.00005006413,0.000180681,0.00005405927,0.0003328933,0.000004707294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638348,"about_ca_system_score_gemma":0.00002824616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002850669,"about_ca_topic_score_gemma":0.000518535,"domain_scores_codex":[0.99893,0.0002161262,0.0002574438,0.000226724,0.0001663393,0.0002033218],"domain_scores_gemma":[0.9986749,0.0007185554,0.00005868151,0.0004109868,0.00007848537,0.00005833633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001957347,0.001355293,0.0841992,0.00234447,0.0003159322,0.00004545142,0.06584653,0.4094262,0.2396788,0.1692859,0.0002363661,0.0272462],"study_design_scores_gemma":[0.0005312143,0.000001386647,0.02042671,0.002629271,0.00002514557,0.00001385519,0.001117757,0.8176112,0.1405398,0.00004711431,0.01656701,0.0004896257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.858999,0.00298118,0.1281346,0.0003335615,0.00007075757,0.0002594155,0.00000627986,0.0003997121,0.008815474],"genre_scores_gemma":[0.9918726,0.0001292039,0.007457818,0.000001798974,0.000006755488,0.0001003901,0.00003340247,0.00004650039,0.0003515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4081849,"threshold_uncertainty_score":0.649641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008866404587871144,"score_gpt":0.2367844921057062,"score_spread":0.2279180875178351,"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."}}