{"id":"W4404952973","doi":"10.1109/issrew63542.2024.00058","title":"Linking Code and Documentation Churn: Preliminary Analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Documentation; Computer science; Code (set theory); Programming language; Software 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000239523,0.0001296494,0.0001750015,0.0007438345,0.0001476318,0.001207895,0.00008824078,0.00004790555,0.0003857663],"category_scores_gemma":[0.00001461867,0.0001065678,0.000108904,0.001917559,0.00002525136,0.001575736,0.00008557377,0.00008307625,0.0001239987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001043231,"about_ca_system_score_gemma":0.00000873995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004712403,"about_ca_topic_score_gemma":0.0001020326,"domain_scores_codex":[0.9991186,0.000003348921,0.0002064133,0.0003350087,0.0001832882,0.0001532889],"domain_scores_gemma":[0.9997029,0.00002636053,0.0000502902,0.0001194083,0.00009251888,0.000008572519],"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":[0.0001290935,0.0002149216,0.1888823,0.005267248,0.00481928,0.0001415662,0.0007428021,0.05990415,0.001194768,0.1074328,0.005978881,0.6252922],"study_design_scores_gemma":[0.0001033459,0.000002941701,0.006067656,0.0000857042,0.002360289,0.000001291487,0.0001872427,0.9770011,0.00002099372,0.00570628,0.008247915,0.0002151866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821906,0.004413147,0.183677,0.006130774,0.0003854858,0.0001627837,0.000003281881,0.001177143,0.02185981],"genre_scores_gemma":[0.9967421,0.00008746087,0.0004659652,0.0006995177,0.0004997083,0.00001080646,0.00008331941,0.0000169613,0.001394102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.917097,"threshold_uncertainty_score":0.9998289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524955616703162,"score_gpt":0.2546326550980611,"score_spread":0.2393830989310295,"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."}}