{"id":"W2478763563","doi":"10.1145/2908961.2909011","title":"mpEAd","year":2016,"lang":"en","type":"article","venue":"","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Formalism (music); Notation; Theoretical computer science; Simple (philosophy); Population; Artificial intelligence; Epistemology; Mathematics; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002609831,0.00001808881,0.00001523645,0.000010236,0.00003282156,0.000009294364,0.00021924,0.000006820837,0.00007542042],"category_scores_gemma":[0.00000266514,0.000009546671,0.00001037341,0.00006852156,0.000009706864,0.0001603107,0.0000505553,0.000006423903,0.0006748356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005737576,"about_ca_system_score_gemma":0.000008992123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002009705,"about_ca_topic_score_gemma":5.707853e-7,"domain_scores_codex":[0.9997844,0.000002939169,0.00003273793,0.0000826776,0.00004165771,0.00005555274],"domain_scores_gemma":[0.9997488,0.00002085006,0.000006056568,0.0001871319,0.00001387495,0.00002323951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[2.733782e-8,0.000006994103,0.00008682641,7.276022e-8,4.718057e-7,1.701575e-7,0.000003460335,1.342714e-7,0.001184654,0.9101821,0.006137486,0.08239759],"study_design_scores_gemma":[0.0003252486,0.00003463398,0.03178887,0.000006984439,8.86707e-7,0.00002061489,0.000005029233,0.009724733,0.006743202,0.2722302,0.6789227,0.0001968499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00051296,0.00001011444,0.9577862,0.0114721,0.00003297621,0.00001691263,2.774577e-7,0.0001124343,0.03005603],"genre_scores_gemma":[0.6385378,0.00001170956,0.3376041,0.0004603385,0.00006317034,0.00001723452,1.395038e-7,0.000001781378,0.02330364],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6727852,"threshold_uncertainty_score":0.8673872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188622109290831,"score_gpt":0.2314945656830024,"score_spread":0.2196083445900941,"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."}}