{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000151548,0.00007614958,0.00007330885,0.00004556021,0.0002747239,0.0001540116,0.002121587,0.0000420549,0.00002649893],"category_scores_gemma":[0.00002708302,0.00007619237,0.0000329075,0.0003876404,0.00002992348,0.000867247,0.0009738913,0.0000626677,0.0003277693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000690827,"about_ca_system_score_gemma":0.00005728272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005809056,"about_ca_topic_score_gemma":0.00002061235,"domain_scores_codex":[0.9991938,0.00002467235,0.0001547892,0.000294189,0.000144239,0.0001883497],"domain_scores_gemma":[0.9989643,0.00004621407,0.00005824439,0.0008367041,0.0000642741,0.00003025012],"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":[0.000001144741,0.0001419132,0.0008782948,0.00000165492,0.000003309562,0.000001468914,0.00001995503,0.0006142872,0.001955079,0.9543611,0.03198802,0.01003375],"study_design_scores_gemma":[0.0004570138,0.00005519217,0.1395286,0.000009357458,0.000005728371,0.00001793236,0.00000796051,0.07530352,0.001306754,0.4699349,0.3130722,0.0003008372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01067081,0.0003946684,0.960578,0.005290138,0.0002148549,0.0003338154,0.000005207751,0.000276114,0.02223646],"genre_scores_gemma":[0.8066889,0.0000069721,0.1898769,0.0001703579,0.0001385539,0.00005427678,0.00002794343,0.000006068277,0.003029995],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7960181,"threshold_uncertainty_score":0.4212921,"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."}}