{"id":"W2915189456","doi":"10.1155/2019/8367214","title":"Software Development Effort Estimation Using Regression Fuzzy Models","year":2019,"lang":"en","type":"article","venue":"Computational Intelligence and Neuroscience","topic":"Software Engineering Research","field":"Computer Science","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Western University","funders":"American University of Sharjah; University of Sharjah; Applied Science Private University","keywords":"Computer science; Fuzzy logic; Machine learning; Data mining; Outlier; Artificial intelligence; Benchmarking; Heteroscedasticity; Software","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":[0.000260807,0.0001370075,0.0001125966,0.0001937029,0.000208385,0.0002194701,0.0006291915,0.0000380466,0.000003551291],"category_scores_gemma":[0.0001832463,0.0001237141,0.00002240112,0.0005909812,0.00007769769,0.00108379,0.0003733742,0.0001344739,0.00003880372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005392044,"about_ca_system_score_gemma":0.0001642937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004016735,"about_ca_topic_score_gemma":1.508695e-7,"domain_scores_codex":[0.998325,0.00002084393,0.0002235182,0.0005414843,0.0006171105,0.000272036],"domain_scores_gemma":[0.9991007,0.0003515635,0.00006128717,0.0002405592,0.0001286409,0.0001172897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001786342,0.00001593319,0.002609843,0.00001879022,7.552366e-7,0.000004653231,0.0002018008,0.9649642,0.0002858455,0.005425188,0.000007874612,0.0264634],"study_design_scores_gemma":[0.0000348796,0.00003757348,0.01075581,0.00006172602,6.377846e-7,0.00004688986,0.000005100338,0.9725254,0.003065936,0.01327803,0.00004251772,0.0001455028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2120353,0.0000642985,0.7872723,0.00004220922,0.000300552,0.0001381519,4.572209e-7,0.0001266887,0.00002006331],"genre_scores_gemma":[0.7343511,0.000006816882,0.2654495,0.000125953,0.000007458576,0.000004866033,0.000001486308,0.000005959854,0.00004691298],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5223158,"threshold_uncertainty_score":0.5044916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07640391814971134,"score_gpt":0.3233324573453752,"score_spread":0.2469285391956639,"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."}}