{"id":"W2089894024","doi":"10.1145/1082983.1082995","title":"Workshop on the Modeling and Analysis of Concerns in Software (MACS 2005)","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Software engineering; Computer science; Software; Software development; Data science; Operating system","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":[0.01921054,0.00221937,0.001866731,0.002753971,0.001185647,0.007059964,0.004210245,0.004317223,0.01889845],"category_scores_gemma":[0.01955973,0.001669949,0.004637926,0.001790348,0.001968528,0.005342354,0.005737698,0.007908713,0.008855081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003516188,"about_ca_system_score_gemma":0.007170996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00529173,"about_ca_topic_score_gemma":0.006493629,"domain_scores_codex":[0.9914032,0.00377305,0.0006960552,0.001127296,0.002534099,0.0004662908],"domain_scores_gemma":[0.9856356,0.004868761,0.0006241301,0.00219341,0.004493373,0.002184709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006750943,0.0005805838,0.00114135,0.001197538,0.0004076184,0.001109112,0.00265336,0.01058262,0.009818893,0.1023622,0.558497,0.3109746],"study_design_scores_gemma":[0.0001530485,0.0003176448,0.000989951,0.001247156,0.000167423,0.001162824,0.0004169928,0.02158295,0.005045835,0.05431673,0.9144996,0.00009975615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01389621,0.03048835,0.8199096,0.03644921,0.02175223,0.00121485,0.002561936,0.005393012,0.06833463],"genre_scores_gemma":[0.05449582,0.01977055,0.7854288,0.007671233,0.006330603,0.001454039,0.007489082,0.002843122,0.1145168],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01921054,"threshold_uncertainty_score":0.1015963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05742820598058526,"score_gpt":0.296255173549488,"score_spread":0.2388269675689027,"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."}}