{"id":"W4230035235","doi":"10.1145/774838.774839","title":"EVolve","year":2003,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Visualization; Java; Extensibility; Protocol (science); Data visualization; Context (archaeology); Variety (cybernetics); Human–computer interaction; Programming language; Software engineering; Data mining; Artificial intelligence","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":[0.0001873846,0.00003611817,0.0000440572,0.00001739011,0.00003856939,0.00002792975,0.0002044853,0.0000210914,0.00005715036],"category_scores_gemma":[0.00002901791,0.00002440993,0.00002464712,0.0001428882,0.00000929657,0.0002035525,0.00002222415,0.0000276294,0.0004694179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001105159,"about_ca_system_score_gemma":0.00002864755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005678625,"about_ca_topic_score_gemma":8.762656e-7,"domain_scores_codex":[0.9996005,0.00001983432,0.00007007429,0.0001233748,0.00008511606,0.0001010935],"domain_scores_gemma":[0.9995719,0.00002075987,0.00001097629,0.0003407443,0.0000273732,0.00002826017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.732042e-7,0.00006890718,0.08149774,0.00002114986,0.000009248508,0.000004509016,0.000425091,0.00002632888,0.0001233276,0.8811312,0.01165983,0.02503199],"study_design_scores_gemma":[0.0009985565,0.0002013352,0.04439446,0.00002519453,0.000004544329,0.0001357852,0.0001182335,0.01829202,0.03261487,0.05949132,0.8429493,0.0007743531],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0251043,0.00006608263,0.8047115,0.0001331246,0.0005530863,0.00006279386,4.412541e-8,0.0002904737,0.1690786],"genre_scores_gemma":[0.9522837,0.00000154645,0.04632812,0.0003139354,0.00001088255,0.000003976854,3.951287e-8,0.000001318263,0.001056501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9271794,"threshold_uncertainty_score":0.6033574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007577685580018667,"score_gpt":0.2108294848545255,"score_spread":0.2032517992745068,"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."}}