{"id":"W1964950691","doi":"10.1145/1281421.1281440","title":"Aspects in Architectural Description","year":2007,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software engineering; Computer science; Engineering; Architectural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01051921,0.00115965,0.001133286,0.003692559,0.002625971,0.009536209,0.001997511,0.00282968,0.006537933],"category_scores_gemma":[0.01590351,0.001833795,0.001533713,0.004120513,0.009022824,0.01758929,0.006469519,0.006992572,0.001919574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003990972,"about_ca_system_score_gemma":0.003181132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092078,"about_ca_topic_score_gemma":0.009782731,"domain_scores_codex":[0.9906911,0.00453308,0.001022537,0.0009339047,0.002282717,0.0005367082],"domain_scores_gemma":[0.9877309,0.006961364,0.0005303482,0.002508735,0.001743537,0.0005250165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001517788,0.00001268392,0.0002599601,0.0001762544,0.00001383047,0.0001267402,0.001628949,0.001259289,0.0002666108,0.9451955,0.009959313,0.04108557],"study_design_scores_gemma":[0.00001334848,0.0000156128,0.0001742729,0.0003154931,0.00002134046,0.0003475469,0.0005616953,0.004278931,0.0005252574,0.6833457,0.3103737,0.00002711326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006281333,0.04351774,0.8523884,0.01856905,0.001741472,0.0001763444,0.0003387177,0.001521463,0.07546562],"genre_scores_gemma":[0.2569127,0.05432668,0.6244572,0.004836304,0.00254254,0.000643434,0.002228476,0.002242327,0.05181026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01092078,"threshold_uncertainty_score":0.05563152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386948086107576,"score_gpt":0.2722562630989013,"score_spread":0.2383867822378255,"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."}}