{"id":"W4239631868","doi":"10.3934/dcds.2010.28.2i","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Mathematics; Art history; Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004331092,0.0001656657,0.0003391889,0.00003163811,0.0001365126,0.00006884326,0.0001642927,0.0001453846,0.00003691203],"category_scores_gemma":[0.0002039901,0.0001291719,0.0000700708,0.00004547277,0.0001433351,0.00007751693,0.00004827031,0.0002641325,0.00001806154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001008057,"about_ca_system_score_gemma":0.000009924304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919923,"about_ca_topic_score_gemma":0.00003387507,"domain_scores_codex":[0.9990273,0.00007062913,0.0002999065,0.0002230834,0.0001447576,0.0002343574],"domain_scores_gemma":[0.9991074,0.000263209,0.0001115763,0.0003350656,0.00003939768,0.0001433594],"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":[0.00001463759,0.00005725778,0.0001425969,0.0001679209,0.00003353449,0.000008088789,0.0005787374,5.280459e-7,0.002418585,0.9946966,0.0005355531,0.001345955],"study_design_scores_gemma":[0.002024975,0.0003313401,0.0003822669,0.000365448,0.0002815165,0.000548285,0.002626194,0.02662654,0.0002776174,0.7826204,0.1823345,0.001580986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676333,0.00009719723,0.004033642,0.000112696,0.0005740942,0.0003154993,0.00001580283,0.0001541396,0.0270636],"genre_scores_gemma":[0.9904918,0.000004800272,0.00107168,0.00002462597,0.0001320002,0.00002786208,0.000004119138,0.00002697822,0.008216129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2120762,"threshold_uncertainty_score":0.5267478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177233671092228,"score_gpt":0.2573954293434245,"score_spread":0.2456230926325022,"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."}}