{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01627687,0.0006588814,0.001283465,0.004696796,0.01046134,0.0138523,0.002115289,0.004230665,0.004957294],"category_scores_gemma":[0.06583508,0.001278684,0.000936434,0.003181642,0.004293205,0.005277487,0.01243868,0.003318815,0.001617108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00549952,"about_ca_system_score_gemma":0.00864028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004269661,"about_ca_topic_score_gemma":0.007886256,"domain_scores_codex":[0.9773547,0.01059454,0.001356218,0.00338431,0.003775858,0.003534478],"domain_scores_gemma":[0.9265427,0.03418475,0.006487609,0.002317639,0.01461711,0.01585017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002249118,0.0006814332,0.05890561,0.0003181149,0.00002065038,0.0009983927,0.8965018,0.0001258969,0.002609697,0.001074863,0.00109662,0.03744192],"study_design_scores_gemma":[0.00003464293,0.000740926,0.06233622,0.0007672129,0.00004354859,0.001196007,0.9019074,0.0003396301,0.001750608,0.0009188844,0.02983727,0.0001276024],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895359,0.00112788,0.001409643,0.001067189,0.00006911499,0.0001494525,0.0000276458,0.00003775894,0.006575399],"genre_scores_gemma":[0.9886961,0.001209908,0.001544749,0.0005902937,0.00002846982,0.0001295934,0.00004352247,0.00004618315,0.007711053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01627687,"threshold_uncertainty_score":0.08608139,"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."}}