{"id":"W2914743139","doi":"","title":"Proceedings of the 8th international workshop on Software quality","year":2011,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Session (web analytics); Computer science; Software review; Variety (cybernetics); Software; Engineering management; Software engineering; Software development; Engineering; World Wide Web; Software construction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004041538,0.00007054464,0.00009221598,0.00003143729,0.00005261123,0.00002395512,0.001144359,0.00004762093,0.00006144243],"category_scores_gemma":[0.0001561268,0.00003778052,0.00007676426,0.0002102331,0.00005293737,0.000285161,0.0002527235,0.00008937384,0.00002939894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002608549,"about_ca_system_score_gemma":0.00002832824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004341485,"about_ca_topic_score_gemma":0.000003285482,"domain_scores_codex":[0.9991479,0.00001057076,0.0002254972,0.0002003845,0.0003085275,0.0001071185],"domain_scores_gemma":[0.9993338,0.00004438593,0.0001156462,0.0002928466,0.0001851262,0.00002822116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003515922,0.000308739,0.7562057,0.0000779297,0.00003883338,2.921765e-7,0.004931658,0.000005680811,0.0001345791,0.1972467,0.004506235,0.03650848],"study_design_scores_gemma":[0.0002939056,0.00005838064,0.9740984,0.0001214075,0.00000318548,0.000004945764,0.0002493065,0.0006267485,0.01552882,0.006802586,0.002027891,0.0001844132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.86606,0.00001080672,0.05374243,0.0007307634,0.001926517,0.0002865424,0.000001911058,0.0003071318,0.07693393],"genre_scores_gemma":[0.9841343,0.000002154656,0.01452601,0.0002600159,0.0000360585,0.000008511008,1.284507e-7,0.000002753447,0.001030094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2178927,"threshold_uncertainty_score":0.2126523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04577022211944936,"score_gpt":0.2732186528225521,"score_spread":0.2274484307031027,"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."}}