{"id":"W1973368448","doi":"10.1145/1138470.1138473","title":"Open BEAGLE","year":2006,"lang":"en","type":"article","venue":"ACM SIGEVOlution","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Crossover; Software; Evolutionary algorithm; Theoretical computer science; Evolutionary computation; Variation (astronomy); Listing (finance); Software evolution; Software engineering; Programming language; Software system; Artificial intelligence; Software construction","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":[],"consensus_categories":[],"category_scores_codex":[0.001905754,0.001239198,0.001402086,0.002326235,0.001503074,0.005036551,0.005704231,0.002902108,0.2045942],"category_scores_gemma":[0.008327119,0.0009966918,0.001611838,0.002742274,0.001129747,0.009798096,0.006763009,0.002577803,0.129657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000814967,"about_ca_system_score_gemma":0.001472903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003387735,"about_ca_topic_score_gemma":0.002921429,"domain_scores_codex":[0.9983498,0.000265492,0.0001158881,0.0003694745,0.0006398596,0.0002595772],"domain_scores_gemma":[0.9978195,0.000518033,0.0001111948,0.0009124048,0.0003885035,0.0002503539],"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":[0.000833672,0.0001775591,0.001308363,0.0006938129,0.00008724779,0.0004510127,0.0003533688,0.003440737,0.002292823,0.07012203,0.7345937,0.1856456],"study_design_scores_gemma":[0.00007687553,0.00002227642,0.0003349754,0.0001307871,0.00001941402,0.0002003645,0.00006794329,0.00531181,0.001374984,0.03518026,0.9572427,0.00003771569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004478398,0.001432217,0.253676,0.002562437,0.001361534,0.0005526143,0.03661405,0.4372738,0.2620489],"genre_scores_gemma":[0.08241075,0.003150667,0.1980522,0.003486411,0.0005865464,0.001661868,0.2312375,0.1929987,0.2864154],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2045942,"threshold_uncertainty_score":0.6844357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794381408884477,"score_gpt":0.2636760968243031,"score_spread":0.2457322827354583,"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."}}