{"id":"W4251697033","doi":"10.1080/17513472.2011.574870","title":"Cover","year":2011,"lang":"en","type":"article","venue":"Journal of Mathematics and the Arts","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Variation (astronomy); Painting; Computer science; Cluster analysis; Pheromone; Art history; Artificial intelligence; Art; Ecology; Engineering; Biology","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":[0.0003572729,0.00002710224,0.0000674263,0.00001664979,0.00005774795,0.00002299833,0.0002130942,0.000007958845,0.00001258806],"category_scores_gemma":[0.00001496703,0.00001371782,0.00003281211,0.00004174987,0.00004117642,0.0001206908,0.00004900514,0.0000437715,0.00001238922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002229562,"about_ca_system_score_gemma":0.0000104124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.069882e-7,"about_ca_topic_score_gemma":8.147623e-8,"domain_scores_codex":[0.9997002,0.000006591084,0.0001416012,0.00002638472,0.00008465541,0.00004058424],"domain_scores_gemma":[0.9996043,0.00006676451,0.0001369562,0.0001182749,0.00004786676,0.00002580204],"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":[0.00000124943,0.00005612141,0.000006236256,0.000002755781,0.0000100484,0.000002028823,0.001791843,0.000002043274,0.0000147089,0.9959044,0.001036144,0.001172428],"study_design_scores_gemma":[0.00050625,0.00003894481,0.0006433203,0.0000188151,0.00001253248,0.0004308631,0.0001102912,0.0295272,0.000162704,0.9633425,0.005165324,0.00004121836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01963969,0.0002970587,0.963245,0.001892118,0.000080837,0.00004852283,2.166842e-7,0.000005606113,0.01479096],"genre_scores_gemma":[0.6050062,0.0001139817,0.3944084,0.0001811828,0.00005717936,0.000001549056,1.86858e-8,0.000002358302,0.0002291734],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5853665,"threshold_uncertainty_score":0.05593966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290290716020692,"score_gpt":0.2352047010758158,"score_spread":0.2061756294737466,"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."}}