{"id":"W80315056","doi":"","title":"On the Design of an End-to-End AOSD Testbed for Software Stability","year":2007,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Testbed; Software development process; Computer science; Software engineering; Process (computing); Software; Software development; Modular programming; Risk analysis (engineering); Systems engineering; Engineering; Process management; World Wide Web; Business; 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":[0.004420712,0.0004932134,0.0006159936,0.0007957598,0.001553321,0.002488503,0.003070949,0.001471049,0.005835981],"category_scores_gemma":[0.009394906,0.0003680429,0.0003754438,0.0003980508,0.001330831,0.002928686,0.002253715,0.001174041,0.001425079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332499,"about_ca_system_score_gemma":0.001578836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002015345,"about_ca_topic_score_gemma":0.002904971,"domain_scores_codex":[0.9970493,0.001492045,0.0001650572,0.0003686865,0.0006266749,0.0002983442],"domain_scores_gemma":[0.9947861,0.001838625,0.0004153913,0.001030847,0.001323697,0.0006053241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003618596,0.003139638,0.02051841,0.001382714,0.0001442975,0.002261351,0.004936456,0.2450146,0.2916217,0.1351783,0.008273331,0.2839105],"study_design_scores_gemma":[0.0004699142,0.00459042,0.006113579,0.0003570754,0.0001182882,0.0007428438,0.002136687,0.7210184,0.1892819,0.02395176,0.05103255,0.0001866154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.228526,0.0001198743,0.7464665,0.000811693,0.0001287669,0.002533912,0.0003148747,0.005071754,0.01602669],"genre_scores_gemma":[0.5495069,0.0001351339,0.4434882,0.0002048617,0.00002696825,0.001274192,0.0003484312,0.0002997474,0.004715446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005835981,"threshold_uncertainty_score":0.02337927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034249413467448,"score_gpt":0.2830438460666911,"score_spread":0.1796189047199463,"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."}}