{"id":"W4246304290","doi":"10.1007/s10440-008-9394-0","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Acta Applicandae Mathematicae","topic":"Advanced Algebra and Geometry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mathematics; Partial differential equation; Applied mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001332596,0.0008162016,0.0005890575,0.003441748,0.002628511,0.003538037,0.001119955,0.0009308064,0.4858316],"category_scores_gemma":[0.01065876,0.0002582646,0.0005002879,0.002151032,0.0005645695,0.002292584,0.002046287,0.002557862,0.309128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982147,"about_ca_system_score_gemma":0.002237423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005253139,"about_ca_topic_score_gemma":0.006803919,"domain_scores_codex":[0.9991562,0.0001242021,0.00004798865,0.0001295221,0.0004654684,0.0000765577],"domain_scores_gemma":[0.9946849,0.0006975583,0.0001801619,0.0004451466,0.00316494,0.0008272665],"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":[0.00002680612,0.00001309218,0.0000786153,0.00006528897,0.000001653028,0.00002655741,0.00004767859,0.00003814233,0.00008163776,0.004104889,0.9661794,0.02933619],"study_design_scores_gemma":[0.000003898089,0.000008255639,0.0002310398,0.000073427,0.000001574713,0.00002312811,0.00006196107,0.00002059829,0.00007159738,0.002374317,0.9971266,0.000003610573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001370474,0.009448589,0.005093526,0.02944214,0.2128668,0.000470613,0.01236499,0.00143314,0.7275097],"genre_scores_gemma":[0.004520228,0.002909115,0.001256075,0.004852446,0.01782611,0.0001769954,0.005155893,0.0006175044,0.9626858],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4858316,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06178385347304722,"score_gpt":0.3156347507994977,"score_spread":0.2538508973264504,"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."}}