{"id":"W4205869417","doi":"10.1016/j.cam.2008.07.015","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"Center for Nonlinear Systems, Chennai Institute of Technology; University of Patras","keywords":"Mathematics; Applied mathematics; Humanities; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002293853,0.00009068426,0.0002210086,0.00009241283,0.00009102216,0.00001624441,0.00008790872,0.00002697923,0.00003082032],"category_scores_gemma":[0.00002655162,0.00006984546,0.00004613828,0.0001059114,0.00008667072,0.00008073638,0.00002434236,0.0001192275,0.0001010247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001891789,"about_ca_system_score_gemma":0.00006830849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.146002e-8,"about_ca_topic_score_gemma":4.289221e-8,"domain_scores_codex":[0.9989893,0.0000064194,0.0004283605,0.00005504542,0.0004297167,0.00009110961],"domain_scores_gemma":[0.9990507,0.0002134113,0.0004340261,0.00004561245,0.0001703924,0.00008586029],"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":[0.0002418981,0.001810621,0.0004325507,0.0003985298,0.0004602873,0.0001243649,0.01251014,0.242687,0.0126931,0.6904371,0.0341292,0.004075127],"study_design_scores_gemma":[0.003595468,0.0002308801,0.01100993,0.0001389952,0.0001280576,0.009917285,0.0008312243,0.02629543,0.002752335,0.9385228,0.00611227,0.0004653067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338304,0.0001007326,0.05860305,0.0001155763,0.00003703832,0.00008460524,0.000005109542,0.00001958216,0.007203936],"genre_scores_gemma":[0.7286772,0.000009504648,0.2710912,0.00004861778,0.00008016077,8.258119e-7,0.000001093155,0.00001563074,0.0000758043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480857,"threshold_uncertainty_score":0.2848215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765435277414316,"score_gpt":0.2521046643950202,"score_spread":0.2244503116208771,"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."}}