{"id":"W3108741386","doi":"10.1145/3417564.3417575","title":"Genetic Improvement @ ICSE 2020","year":2020,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Engineering and Physical Sciences Research Council","keywords":"Coronavirus disease 2019 (COVID-19); Face (sociological concept); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); The Internet; Personal account; Software; Computer science; Pandemic; World Wide Web; Sociology; Medicine; Art; Virology; Operating system; Social science","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001367202,0.0003308963,0.000278257,0.00007960382,0.00009850582,0.0001873917,0.001867941,0.0001095612,0.00001385592],"category_scores_gemma":[0.09986586,0.000342258,0.0001137464,0.0005829753,0.00002303888,0.0002589435,0.000928098,0.0002911823,0.00009579074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004837807,"about_ca_system_score_gemma":0.00006225243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000310388,"about_ca_topic_score_gemma":3.817539e-7,"domain_scores_codex":[0.9981472,0.00001689636,0.0003409567,0.0006478354,0.0003524979,0.000494599],"domain_scores_gemma":[0.9846844,0.01355742,0.00009808511,0.001209556,0.0001047784,0.0003457407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001777682,0.0001611878,0.686613,0.0005971642,0.0001378071,0.000472732,0.002461141,0.005545963,0.01034325,0.0009463367,0.04248727,0.2502164],"study_design_scores_gemma":[0.00268302,0.003395949,0.7247,0.0007978296,0.0001572213,0.0003184169,0.00001101608,0.1468344,0.08010011,0.007360028,0.02702002,0.006621883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06198099,0.0005078146,0.904848,0.001927931,0.0003502843,0.000227588,0.000007393322,0.03014772,0.000002259914],"genre_scores_gemma":[0.5352111,0.00001114778,0.4635376,0.0009928851,0.0001753332,0.00003202668,0.000002949012,0.00003263794,0.00000430481],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4732302,"threshold_uncertainty_score":0.999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721808277170105,"score_gpt":0.221372286751285,"score_spread":0.2041542039795839,"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."}}