{"id":"W1990137764","doi":"10.1145/1399962.1399965","title":"GECCO-2007 highlights","year":2007,"lang":"en","type":"article","venue":"ACM SIGEVOlution","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Chevron (anatomy); Variety (cybernetics); Evolutionary computation; Work (physics); Operations research; Library science; Engineering; Computer science; Biology; Artificial intelligence; Paleontology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004340108,0.00175345,0.0006479643,0.00231486,0.001584789,0.006811057,0.001866041,0.002517782,0.0836873],"category_scores_gemma":[0.008083489,0.0005196295,0.0008375867,0.003610315,0.000742889,0.004476558,0.002675291,0.003339791,0.06545116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003860975,"about_ca_system_score_gemma":0.005975689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009868518,"about_ca_topic_score_gemma":0.01033787,"domain_scores_codex":[0.9982962,0.0002263265,0.00005319231,0.0002926369,0.0008227793,0.0003088396],"domain_scores_gemma":[0.9959233,0.0004764485,0.00007803563,0.0003565368,0.002081506,0.001084242],"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":[0.00006785109,0.00002345994,0.0001920213,0.000116778,0.000006748071,0.00006305705,0.00002149574,0.0008950666,0.0003014159,0.02333209,0.9099461,0.06503399],"study_design_scores_gemma":[0.000007784116,0.00001183868,0.0001721814,0.00008735026,0.00000336421,0.00005102371,0.00001386483,0.0002888769,0.000287808,0.00291073,0.996157,0.000008126762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004156427,0.04820728,0.02536188,0.07923139,0.06327956,0.0004280508,0.009911519,0.005669727,0.7637541],"genre_scores_gemma":[0.0521114,0.09765883,0.03766334,0.02686758,0.02878601,0.0007494766,0.05505942,0.01454077,0.6865632],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0836873,"threshold_uncertainty_score":0.2799619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604675385736423,"score_gpt":0.2671078896481854,"score_spread":0.2510611357908211,"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."}}