{"id":"W4242334047","doi":"10.3934/dcdss.201806i","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001709761,0.001572335,0.001551128,0.002216593,0.001844608,0.00671138,0.002136519,0.002881455,0.4673799],"category_scores_gemma":[0.009438384,0.0004551655,0.001088057,0.00192603,0.000853053,0.004352132,0.002548224,0.004516725,0.3132864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803223,"about_ca_system_score_gemma":0.002405598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263789,"about_ca_topic_score_gemma":0.001509508,"domain_scores_codex":[0.9982875,0.000195386,0.0001484067,0.0003931065,0.0008118755,0.0001637096],"domain_scores_gemma":[0.9957261,0.0008818795,0.0002406117,0.0004494121,0.001900219,0.0008017201],"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":[0.00001541344,0.0000132018,0.00004924298,0.0001416709,0.000003865846,0.00002774875,0.00002517406,0.00009139705,0.00009880916,0.003531987,0.9625498,0.03345178],"study_design_scores_gemma":[0.000003591023,0.00001152473,0.0001284201,0.0001193249,0.000002191388,0.00004754419,0.00003269556,0.00005607805,0.00004756183,0.002433252,0.9971125,0.000005362246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0008791757,0.03452664,0.008479719,0.05894586,0.4467114,0.0003884115,0.005950069,0.001676309,0.4424425],"genre_scores_gemma":[0.005736655,0.02312931,0.003647059,0.01677748,0.1148362,0.0003147758,0.00836031,0.001664798,0.8255334],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5326201,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005531944240292023,"score_gpt":0.2238596959373682,"score_spread":0.2183277516970762,"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."}}