{"id":"W1523482906","doi":"","title":"Proceedings of the 2008 AOSD workshop on Aspects, components, and patterns for infrastructure software","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Variety (cybernetics); Software; Computer science; Software engineering; Software deployment; Frame (networking); Data science; World Wide Web; Telecommunications","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":[0.005974038,0.0008652481,0.0007766563,0.001634971,0.001173709,0.005561121,0.001447077,0.001649763,0.02840531],"category_scores_gemma":[0.006618166,0.0006939016,0.001306211,0.001620456,0.001290292,0.006278078,0.003362283,0.003892771,0.007312519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001962304,"about_ca_system_score_gemma":0.00305386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004720188,"about_ca_topic_score_gemma":0.009696331,"domain_scores_codex":[0.9973363,0.0008025633,0.0002281075,0.0004015939,0.001004825,0.0002264559],"domain_scores_gemma":[0.9960031,0.001184091,0.000144864,0.0006270618,0.001368358,0.0006725591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002431334,0.0003841808,0.00160007,0.000638992,0.00005721906,0.0004916851,0.002307386,0.002431554,0.005357112,0.06423219,0.3998893,0.5223672],"study_design_scores_gemma":[0.000024995,0.00007104317,0.0006653207,0.0002785214,0.0000263551,0.0004195817,0.0004735509,0.00238956,0.001254665,0.01751386,0.9768588,0.0000237831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02428941,0.03605916,0.6415958,0.04398034,0.03998325,0.0009693918,0.001598449,0.003937609,0.2075866],"genre_scores_gemma":[0.07610025,0.03443744,0.4013691,0.005142742,0.01046371,0.0006674309,0.007303489,0.003037923,0.4614779],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02840531,"threshold_uncertainty_score":0.09502524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622448779999098,"score_gpt":0.2708479281012522,"score_spread":0.2446234403012613,"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."}}