{"id":"W4327850278","doi":"10.1007/978-981-19-6553-1_9","title":"Solving Integral Equations by LS-SVR","year":2023,"lang":"en","type":"book-chapter","venue":"Industrial and applied mathematics","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Robustness (evolution); Integral equation; Convergence (economics); Numerical analysis; Mathematics; Applied mathematics; Computer science; Mathematical optimization; Mathematical analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003762692,0.0005453021,0.000744455,0.0002713315,0.0003918543,0.0001547798,0.0002629652,0.0009459375,0.0006355071],"category_scores_gemma":[0.0007501224,0.0005212809,0.0001914789,0.0001110756,0.0002080971,0.00008237251,0.0002155537,0.001095729,0.00059939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544989,"about_ca_system_score_gemma":0.0001576967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001177141,"about_ca_topic_score_gemma":0.00003056618,"domain_scores_codex":[0.9975996,0.00001246804,0.0009494479,0.0004543542,0.0006225995,0.0003615186],"domain_scores_gemma":[0.9962925,0.002356487,0.0005972332,0.0004685707,0.0001124257,0.0001727433],"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":[0.000006497024,0.000081765,8.994874e-8,0.00008051263,0.000168369,0.000002014083,0.0001653122,0.00000319071,0.0001645258,0.9316089,0.06458641,0.003132377],"study_design_scores_gemma":[0.0005782084,0.00003271459,1.669679e-7,0.0003879983,0.0004322754,0.000008402767,0.0001824724,0.0007547013,0.00008142216,0.9725474,0.02443491,0.0005592901],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003024176,0.00008697081,0.06588601,0.000989928,0.001236669,0.002242538,0.001326115,0.00102029,0.926909],"genre_scores_gemma":[0.004757599,0.0001342168,0.02160622,0.00007700404,0.001734404,0.0003129887,0.0009176232,0.0004523286,0.9700076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0442798,"threshold_uncertainty_score":0.9997239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2008477739996129,"score_gpt":0.3076244640082732,"score_spread":0.1067766900086603,"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."}}