{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007208989,0.000802115,0.0006414079,0.001289085,0.001304709,0.00415642,0.002203659,0.00154487,0.2930373],"category_scores_gemma":[0.003295318,0.0005395732,0.000782863,0.00118672,0.0005849004,0.003602547,0.00336298,0.001582545,0.1704989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000718724,"about_ca_system_score_gemma":0.001132511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203911,"about_ca_topic_score_gemma":0.002226183,"domain_scores_codex":[0.9992256,0.0001144587,0.00005151809,0.0002052349,0.0002956183,0.0001076166],"domain_scores_gemma":[0.9990441,0.0001937985,0.00005736107,0.0003798514,0.0002294075,0.00009547573],"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":[0.0003197579,0.00009064499,0.000735903,0.0005653937,0.00004067894,0.0003281042,0.0003394462,0.003962094,0.005519909,0.1851043,0.4844896,0.3185042],"study_design_scores_gemma":[0.00003498554,0.00002753376,0.0002222696,0.00006001567,0.00001208104,0.0002872936,0.0000438186,0.006205246,0.003460923,0.02636842,0.9632517,0.00002568478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00356312,0.0009141403,0.4028362,0.001703437,0.001490408,0.0003365796,0.01423454,0.08907211,0.4858495],"genre_scores_gemma":[0.0934232,0.00176514,0.2642347,0.002162313,0.0007529637,0.0008078337,0.03714636,0.02156989,0.5781375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7069627,"threshold_uncertainty_score":0,"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."}}