{"id":"W4405602506","doi":"10.1109/icsme58944.2024.00031","title":"Blessing or Curse? Investigating Test Code Maintenance Through Inheritance and Interface","year":2024,"lang":"en","type":"article","venue":"","topic":"Phytoplasmas and Hemiptera pathogens","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Blessing; Curse; Inheritance (genetic algorithm); Computer science; Programming language; Interface (matter); Code (set theory); Test (biology); Operating system; Biology; Sociology; History; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007008022,0.0003873468,0.000444042,0.005713677,0.0008715711,0.002072948,0.001283521,0.0008866227,0.0007845441],"category_scores_gemma":[0.07978383,0.0003767467,0.0004045351,0.002847648,0.001768482,0.004137409,0.00160373,0.001217505,0.0002143377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299393,"about_ca_system_score_gemma":0.001524058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00870284,"about_ca_topic_score_gemma":0.0127224,"domain_scores_codex":[0.9934862,0.001683182,0.0004562336,0.001056473,0.002907734,0.0004101632],"domain_scores_gemma":[0.9026062,0.04703529,0.02655943,0.009409331,0.01281529,0.001574515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001637143,0.0001788146,0.7072682,0.0004041866,0.0001059295,0.001243333,0.01803175,0.001344155,0.01199236,0.004471211,0.001785031,0.2530113],"study_design_scores_gemma":[0.00002673197,0.000510998,0.9200961,0.0004954514,0.0002585032,0.003329076,0.009594488,0.0277125,0.01453338,0.00577974,0.0175604,0.0001026355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9723974,0.001327116,0.02176019,0.0007876144,0.00002421033,0.00005786979,0.0001642198,0.0007246262,0.002756719],"genre_scores_gemma":[0.9789503,0.0003983725,0.01888313,0.0001978967,0.00002237319,0.0000328314,0.0003016037,0.0002617993,0.0009517114],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9992155,"threshold_uncertainty_score":0.03706235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0500148982633121,"score_gpt":0.277667381426123,"score_spread":0.2276524831628109,"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."}}