{"id":"W4235250777","doi":"10.3934/dcds.2011.30.2i","title":"Preface","year":2011,"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":"Graduate students; Library science; Psychology; Computer science; Pedagogy","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":[0.0003495319,0.0001653461,0.0003480675,0.00003238613,0.0001076768,0.00002986786,0.0001550741,0.0001051778,0.00004882908],"category_scores_gemma":[0.00009325001,0.0001289793,0.00007079377,0.00004572888,0.000119234,0.00008174301,0.00004892701,0.0001137589,0.00002045013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001853697,"about_ca_system_score_gemma":0.000007482945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003985052,"about_ca_topic_score_gemma":0.000009356991,"domain_scores_codex":[0.9990036,0.0001069707,0.0003153934,0.0002164578,0.000124214,0.000233317],"domain_scores_gemma":[0.9992996,0.0001334535,0.0001182339,0.0002872735,0.00003422501,0.0001272453],"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":[0.00003250172,0.00008775474,0.0001970626,0.000211969,0.00005627713,0.0000151252,0.002929737,2.078072e-7,0.0001015042,0.9949696,0.0003907676,0.001007503],"study_design_scores_gemma":[0.001611177,0.0005376181,0.0005476673,0.0005823455,0.0003253981,0.0003101602,0.00606419,0.009125174,0.0001861622,0.9502448,0.02912951,0.001335807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8680618,0.0003871212,0.01382694,0.000030974,0.0003376587,0.0004450972,0.00001722196,0.0002174329,0.1166757],"genre_scores_gemma":[0.9908412,0.00001094347,0.001359884,0.00002177898,0.00005214434,0.00002947863,0.000002575666,0.00002674055,0.007655274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1227794,"threshold_uncertainty_score":0.5259622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368362191943268,"score_gpt":0.2533917789373012,"score_spread":0.2197081570178685,"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."}}