{"id":"W4246688829","doi":"10.1109/ibf50092.2020.9034809","title":"Intelligent Bug Fixing","year":2020,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001477814,0.001220484,0.0008121568,0.00228482,0.0007927242,0.001917374,0.00173877,0.001384029,0.008076614],"category_scores_gemma":[0.007278796,0.0006687033,0.001271422,0.001036034,0.0007170113,0.002268373,0.001941343,0.001584263,0.003163175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00074366,"about_ca_system_score_gemma":0.001359478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284379,"about_ca_topic_score_gemma":0.002843365,"domain_scores_codex":[0.9977512,0.0005303548,0.0001128896,0.0004878683,0.0009603723,0.0001573869],"domain_scores_gemma":[0.9964554,0.0009723648,0.0002639056,0.001494947,0.000729348,0.00008402838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002162767,0.0003131019,0.004085818,0.0003659039,0.0001396696,0.000240594,0.0002149619,0.03767992,0.03085418,0.04094678,0.02141305,0.8635297],"study_design_scores_gemma":[0.00009073895,0.0002628302,0.00235328,0.0002104736,0.0002840403,0.0008685817,0.0001683532,0.7563111,0.05078954,0.1307185,0.0578712,0.00007136433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01960885,0.0008646917,0.9508931,0.0008254398,0.000233038,0.0001215362,0.000211917,0.01222891,0.01501258],"genre_scores_gemma":[0.376003,0.000716578,0.6067984,0.0005397976,0.00008523084,0.00009723444,0.0009298576,0.001144086,0.01368589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008076614,"threshold_uncertainty_score":0.02701896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012203130092608,"score_gpt":0.2339602098135739,"score_spread":0.2038381785126478,"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."}}