{"id":"W4247167517","doi":"10.1109/ahs.2015.7231148","title":"Preface","year":2015,"lang":"en","type":"article","venue":"","topic":"Evolutionary Algorithms and Applications","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":[0.001675282,0.0009007114,0.0007550195,0.003705752,0.001978667,0.005617588,0.00146367,0.001310684,0.4908397],"category_scores_gemma":[0.01555774,0.000296366,0.0005804609,0.002865316,0.0005607898,0.003529799,0.001963163,0.002781131,0.3662306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707452,"about_ca_system_score_gemma":0.002100133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002950469,"about_ca_topic_score_gemma":0.00319875,"domain_scores_codex":[0.9986956,0.0001509438,0.0001048563,0.0002028057,0.0007501096,0.00009565118],"domain_scores_gemma":[0.9912777,0.001313015,0.0003500757,0.0007058232,0.005189789,0.001163668],"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":[0.00001613613,0.000013361,0.00004323769,0.0001004907,0.000001577671,0.00002348707,0.00004607279,0.00004306416,0.00008462003,0.002124854,0.9655235,0.03197962],"study_design_scores_gemma":[0.000002990457,0.000009981087,0.0001423868,0.0001090666,0.000001376692,0.00003222648,0.00003923905,0.00001879886,0.00004693523,0.000956224,0.9986369,0.000003803892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001199648,0.01275185,0.008403084,0.03661969,0.2742458,0.0007720967,0.01958597,0.002696991,0.6437249],"genre_scores_gemma":[0.005660544,0.009518359,0.003649267,0.006730174,0.04638889,0.0004245226,0.01733201,0.001486056,0.9088102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5091603,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523017411762691,"score_gpt":0.2636766534504009,"score_spread":0.228446479332774,"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."}}