{"id":"W26798452","doi":"10.1007/3-540-45499-3_3","title":"Invited Talk: Making Mathematical Methods More Practical for Software Developers (Abstract)","year":2000,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Contrast (vision); Software; Software engineering; Work (physics); Mathematics education; Mathematical software; Programming language; Artificial intelligence; Engineering; Mathematics; Mechanical engineering","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":[0.003080103,0.00144706,0.000816603,0.0009449913,0.001541726,0.004662683,0.00145737,0.003940128,0.106771],"category_scores_gemma":[0.008243396,0.0006338602,0.001339851,0.00068105,0.001108681,0.006049985,0.003395292,0.004637769,0.04123684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151895,"about_ca_system_score_gemma":0.001010899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004751225,"about_ca_topic_score_gemma":0.0008325462,"domain_scores_codex":[0.998821,0.0004177723,0.00003970659,0.0002235268,0.00037013,0.0001279189],"domain_scores_gemma":[0.9970911,0.001331399,0.00007689527,0.0001408091,0.0007242906,0.0006355054],"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":[0.00006950208,0.00008949727,0.0001164767,0.0002060398,0.00001679325,0.00008063766,0.0003358919,0.000456076,0.001478873,0.02649144,0.9231253,0.04753366],"study_design_scores_gemma":[0.00004492383,0.00008614931,0.0005004089,0.0002010302,0.00002846085,0.0001526125,0.0003331675,0.001076133,0.001270098,0.04616872,0.9501049,0.0000334044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009625607,0.0300896,0.1452804,0.2186123,0.2597253,0.0003378045,0.0008632292,0.00304306,0.3324226],"genre_scores_gemma":[0.03872776,0.009897154,0.02525817,0.02476251,0.07318991,0.0002831434,0.0008092807,0.002521377,0.8245506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.106771,"threshold_uncertainty_score":0.3571846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893983839313092,"score_gpt":0.3302794952267985,"score_spread":0.3013396568336676,"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."}}