{"id":"W4411498012","doi":"10.1017/mag.2025.10089","title":"109.23 The derivative of the integral, redux","year":2025,"lang":"en","type":"article","venue":"The Mathematical Gazette","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; University of New Brunswick","funders":"","keywords":"Redux; Derivative (finance); Mathematics; Computer science; Engineering; Economics; Aerospace engineering; Financial economics","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":[0.0005896774,0.0005220835,0.0004919473,0.001236742,0.001473846,0.002314013,0.0004338341,0.000829943,0.02565239],"category_scores_gemma":[0.001631346,0.0002403125,0.0005712895,0.0007438766,0.002263757,0.002535357,0.0009242754,0.002728096,0.004919841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002218831,"about_ca_system_score_gemma":0.0007546163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003518301,"about_ca_topic_score_gemma":0.002288435,"domain_scores_codex":[0.9996337,0.0001205157,0.00001376485,0.00007772875,0.0001235564,0.00003070629],"domain_scores_gemma":[0.9998214,0.00005309686,0.0000146283,0.00003047428,0.00005827441,0.00002210306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001146832,0.000003930325,0.00005041589,0.00002903593,0.000003414126,0.0000270087,0.00006211724,0.0001314804,0.0001637761,0.9782748,0.01442497,0.006817426],"study_design_scores_gemma":[0.000009551691,0.00001444047,0.000460743,0.0000505086,0.000007478235,0.00021153,0.00005929256,0.0009634827,0.0003408069,0.9266409,0.07123084,0.0000102939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01374272,0.02125612,0.03454605,0.0111485,0.00393055,0.00001905966,0.0004709694,0.0003085062,0.9145776],"genre_scores_gemma":[0.4949122,0.01133486,0.02491286,0.004743588,0.004416611,0.00009322791,0.000363517,0.000687003,0.4585361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02565239,"threshold_uncertainty_score":0.08581573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04465696553149133,"score_gpt":0.3401320174713522,"score_spread":0.2954750519398609,"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."}}