{"id":"W2766228130","doi":"10.1109/scam.2017.25","title":"Does the Choice of Configuration Framework Matter for Developers? Empirical Study on 11 Java Configuration Frameworks","year":2017,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Java; Popularity; Documentation; Variety (cybernetics); Software engineering; Configuration Management (ITSM); Software maintenance; Software; Software system; Programming language","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":[0.0005726501,0.0001488778,0.0001778937,0.0000716401,0.0004159597,0.0005909305,0.001559473,0.0002045209,0.00009539478],"category_scores_gemma":[0.003541298,0.00007594436,0.00005568186,0.0001186885,0.00008447866,0.0003879141,0.0001577417,0.0004110631,0.00007479756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003826707,"about_ca_system_score_gemma":0.00007020491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007620037,"about_ca_topic_score_gemma":0.00003312761,"domain_scores_codex":[0.9985535,0.00007245186,0.0002703635,0.0003789909,0.0004654291,0.0002592715],"domain_scores_gemma":[0.9947605,0.003325703,0.0001344119,0.001426069,0.0002938937,0.00005947694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004570616,0.0004105854,0.9419581,0.00005140649,0.0001078386,0.00000393919,0.006395712,0.0004235655,0.0003647279,0.02547106,0.01165925,0.01310816],"study_design_scores_gemma":[0.0003346593,0.0001861811,0.9848137,0.00005017582,0.000006940119,6.365012e-7,0.0002104048,0.004985121,0.005659378,0.00152614,0.002058411,0.0001681765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1985999,0.000003183165,0.7891163,0.01037626,0.0006128017,0.0008310856,0.000001704762,0.00008405255,0.0003747169],"genre_scores_gemma":[0.9841053,7.435837e-7,0.01436247,0.0007144952,0.0001514218,0.0001456848,0.000001671288,0.00001372598,0.0005044644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7855054,"threshold_uncertainty_score":0.5698356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925101324713545,"score_gpt":0.369327377374147,"score_spread":0.3200763641270116,"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."}}