{"id":"W1839270925","doi":"10.1007/11568346_2","title":"Current Practices in the Use of UML","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University of Lethbridge","funders":"","keywords":"Computer science; Unified Modeling Language; Programming language; Software engineering; Applications of UML; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04431961,0.000764012,0.0005910123,0.006158187,0.001460223,0.01340591,0.004365007,0.00266723,0.004903405],"category_scores_gemma":[0.05670758,0.001443316,0.001038723,0.007203251,0.006995974,0.01465447,0.004717874,0.004691759,0.003329394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005555778,"about_ca_system_score_gemma":0.005390278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006360179,"about_ca_topic_score_gemma":0.007290071,"domain_scores_codex":[0.9592503,0.01938467,0.004248898,0.003253605,0.01289687,0.0009656932],"domain_scores_gemma":[0.8874762,0.08062184,0.004613089,0.01258472,0.0131624,0.001541711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007668219,0.0001174115,0.003161959,0.001936769,0.00004248109,0.0001612659,0.01010802,0.001705441,0.00411128,0.263099,0.01113666,0.7043429],"study_design_scores_gemma":[0.00002348986,0.0000984078,0.00214399,0.006474726,0.00007965385,0.001356428,0.005621044,0.004626356,0.006894832,0.09808806,0.8744972,0.00009586918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02923492,0.1939102,0.5624812,0.05235318,0.001579818,0.0001739061,0.0002650721,0.003140822,0.1568609],"genre_scores_gemma":[0.3251437,0.2307944,0.3939729,0.009365745,0.001265518,0.0002647614,0.001082455,0.002350461,0.03576013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04431961,"threshold_uncertainty_score":0.2343873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06674049052490448,"score_gpt":0.3007463715532618,"score_spread":0.2340058810283573,"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."}}