{"id":"W2141714549","doi":"10.1145/1082983.1083064","title":"DEAS 2005","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; University of Victoria; IBM (Canada)","funders":"","keywords":"Computer science; Autonomic computing; Software engineering; Software; Function (biology); Software system; Data science; Cloud computing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005012598,0.000449637,0.0003861919,0.0002820053,0.0001176706,0.0001410612,0.002406165,0.0001834296,0.00003281159],"category_scores_gemma":[0.1864677,0.0004704467,0.0001494481,0.0005222484,0.00003782339,0.001116313,0.0008327478,0.0004362127,0.000252328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723091,"about_ca_system_score_gemma":0.00006450656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005872603,"about_ca_topic_score_gemma":0.000002681661,"domain_scores_codex":[0.9975867,0.00004206815,0.0003981157,0.00067121,0.0003918451,0.0009100079],"domain_scores_gemma":[0.9450609,0.05251411,0.00009575849,0.001953254,0.00009993419,0.0002760665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000906268,0.0001020908,0.02075372,0.0001341309,0.00009606338,0.00007227693,0.0006783683,0.7132908,0.004882454,0.009405066,0.002314497,0.2482614],"study_design_scores_gemma":[0.003719556,0.0005446389,0.236855,0.0007649349,0.0001344908,0.0008782491,0.00003415822,0.03159497,0.1929345,0.006975668,0.5160878,0.009475975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01099374,0.001641169,0.9796864,0.0008132159,0.0007835138,0.0001566489,0.000005635846,0.005914873,0.000004800024],"genre_scores_gemma":[0.2283814,0.00004494008,0.7708051,0.0002144081,0.0003362336,0.00004294033,0.000004959448,0.0000611178,0.0001088376],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6816959,"threshold_uncertainty_score":0.9997747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786167899365486,"score_gpt":0.2671113629589978,"score_spread":0.2392496839653429,"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."}}