{"id":"W3128670333","doi":"10.5815/ijitcs.2021.01.01","title":"Duration Estimation Models for Open Source Software Projects","year":2021,"lang":"en","type":"article","venue":"International Journal of Information Technology and Computer Science","topic":"Software Engineering Research","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Duration (music); Estimation; Computer science; Swift; Software; Variable (mathematics); Government (linguistics); Open source software; Open source; Software engineering; Database; Operations research; Operating system; Systems engineering; Engineering","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":[0.01173143,0.001625324,0.001661076,0.002757736,0.0007105597,0.002354708,0.003000053,0.002038179,0.00682358],"category_scores_gemma":[0.03252839,0.0009304619,0.001887215,0.002339022,0.00091578,0.002617793,0.002165051,0.003320797,0.001603924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137835,"about_ca_system_score_gemma":0.001678699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201912,"about_ca_topic_score_gemma":0.01017833,"domain_scores_codex":[0.9965814,0.001539142,0.0002381045,0.000814626,0.0004342684,0.0003925776],"domain_scores_gemma":[0.9675671,0.02521582,0.003448147,0.000962558,0.00207366,0.0007326729],"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":[0.0004741993,0.0002553768,0.03459343,0.0003348094,0.0003058073,0.000364022,0.001331022,0.8317544,0.0008139785,0.05160557,0.004112837,0.07405452],"study_design_scores_gemma":[0.00002178677,0.00005699298,0.004118587,0.00005615832,0.00005089711,0.00004614755,0.0001458657,0.9803681,0.0001323795,0.01310889,0.001866682,0.00002750589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2237076,0.003931667,0.761315,0.001483817,0.0001911421,0.0003525463,0.002596597,0.000697547,0.005724122],"genre_scores_gemma":[0.897662,0.002730876,0.07229235,0.0002101152,0.0003154672,0.001017101,0.006624438,0.0002616917,0.01888592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0201912,"threshold_uncertainty_score":0.06204247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654331059442611,"score_gpt":0.2858606966244047,"score_spread":0.2693173860299786,"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."}}