{"id":"W2091379928","doi":"10.1145/774833.774839","title":"EVolve","year":2003,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Visualization; Java; Extensibility; Protocol (science); Context (archaeology); Data visualization; 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":[0.0001233175,0.00002652928,0.00002448873,0.00003456055,0.00001541366,0.00003947594,0.0002700309,0.0000114236,0.00009566687],"category_scores_gemma":[0.0003389839,0.0000224903,0.0000115955,0.0001962516,0.000004899101,0.000105135,0.00003584814,0.00003994527,0.000383355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001237,"about_ca_system_score_gemma":0.00002251036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000254635,"about_ca_topic_score_gemma":2.480058e-7,"domain_scores_codex":[0.9996213,0.000009726698,0.00003062542,0.00009727406,0.0001190486,0.000122028],"domain_scores_gemma":[0.9995242,0.0001453549,0.00000249236,0.000264845,0.00002051487,0.00004258707],"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":[1.307847e-7,0.00001819616,0.01146644,0.000003403788,0.000004630155,0.00001376818,0.00008655222,0.0001304195,0.0003007567,0.9674153,0.01234538,0.008214994],"study_design_scores_gemma":[0.001104673,0.0002283805,0.1203341,0.00001917179,0.000002325379,0.0001651096,0.00003459669,0.06992107,0.1086401,0.04444999,0.6540751,0.001025347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004706145,0.0000376408,0.9699363,0.00009997357,0.0001309664,0.00002386468,2.107019e-8,0.0002954566,0.02476967],"genre_scores_gemma":[0.7996663,9.909603e-7,0.1974733,0.00006527869,0.000007041866,0.000003409804,3.325237e-8,0.000002561298,0.002781118],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9229653,"threshold_uncertainty_score":0.4927381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661888058205023,"score_gpt":0.2543735368530366,"score_spread":0.2377546562709864,"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."}}