{"id":"W4205527509","doi":"10.1016/j.cam.2011.08.016","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Journal of Computational and Applied Mathematics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001435445,0.0009800185,0.0006454234,0.003153423,0.002467245,0.003064353,0.001246421,0.0009506376,0.4221888],"category_scores_gemma":[0.01530106,0.0002707281,0.000588703,0.001958164,0.0005654255,0.002374392,0.002100254,0.002972821,0.2894374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934791,"about_ca_system_score_gemma":0.002149687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00464816,"about_ca_topic_score_gemma":0.00664056,"domain_scores_codex":[0.9992151,0.0001165809,0.00004972031,0.0001351707,0.0004206591,0.00006276454],"domain_scores_gemma":[0.9930772,0.001044588,0.0002112548,0.0005898722,0.004238915,0.0008383559],"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":[0.00002251368,0.00001683676,0.00007260592,0.00006959814,0.00000169671,0.00002721915,0.00003403406,0.00004810395,0.00008568387,0.003758554,0.9675868,0.02827638],"study_design_scores_gemma":[0.000004982126,0.00001048904,0.0002452951,0.00009766298,0.000002173625,0.00003460999,0.0000494232,0.000035549,0.000114835,0.004268607,0.995131,0.000005385483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001460675,0.01296444,0.01149317,0.04676794,0.3655552,0.000662513,0.01741199,0.001818569,0.5418655],"genre_scores_gemma":[0.006791525,0.005254547,0.003569844,0.009573562,0.04134036,0.0003423164,0.008939964,0.001093961,0.923094],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5778112,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04147323051620884,"score_gpt":0.2502011515014457,"score_spread":0.2087279209852369,"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."}}