{"id":"W3177633782","doi":"","title":"Mathematics in Engineering: The professors' vision","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Engineering mathematics; Mathematics education; Engineering education; Computer science; Mathematics; Engineering; Engineering management","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":[0.01345327,0.0007964802,0.001092485,0.002793528,0.003751297,0.01061432,0.001333264,0.006420506,0.01604331],"category_scores_gemma":[0.01902637,0.0003069438,0.0005892178,0.001864121,0.01551298,0.01741745,0.007536655,0.01037183,0.003270885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005916855,"about_ca_system_score_gemma":0.00522154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116541,"about_ca_topic_score_gemma":0.001043798,"domain_scores_codex":[0.9940873,0.003465912,0.0001731008,0.000733835,0.001158783,0.0003810555],"domain_scores_gemma":[0.9838935,0.006566944,0.0008428083,0.001410593,0.002934455,0.00435173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002713117,0.00004187076,0.0002127405,0.00009392682,0.000005705924,0.00001307204,0.0005070077,0.0001672044,0.0001318879,0.9332575,0.04110792,0.02443416],"study_design_scores_gemma":[0.00002136725,0.00007414565,0.0005277275,0.000197042,0.000008611563,0.00008118028,0.0005645393,0.0005598419,0.0002282253,0.4316097,0.5661135,0.00001409927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008223382,0.07832414,0.01779642,0.7191374,0.01781735,0.00003670682,0.0001389469,0.0002270608,0.1582986],"genre_scores_gemma":[0.5698259,0.09208015,0.01275521,0.07583889,0.08608233,0.0001934134,0.0002131895,0.0004621976,0.1625488],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01604331,"threshold_uncertainty_score":0.07114857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424280026837738,"score_gpt":0.2398354582054469,"score_spread":0.2255926579370695,"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."}}