{"id":"W22089455","doi":"10.3899/jrheum.110532","title":"GENERATING LOG FILE ANALYZERS","year":2012,"lang":"en","type":"dissertation","venue":"The Journal of Rheumatology","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Software; Spectrum analyzer; Prolog; Task (project management); Automation; Set (abstract data type); Process (computing); Regression testing; Programming language; Reliability engineering; Operating system; Software development; Software construction; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003236371,0.001963638,0.0008185655,0.003575859,0.0006148398,0.002506283,0.002108441,0.0007182324,0.03455332],"category_scores_gemma":[0.02412187,0.0008507472,0.0006765598,0.002041594,0.0004351875,0.002289431,0.001610412,0.001329545,0.01933999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006948433,"about_ca_system_score_gemma":0.001305694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000926372,"about_ca_topic_score_gemma":0.000641927,"domain_scores_codex":[0.9965617,0.0005636915,0.000397311,0.000993386,0.001231177,0.0002528181],"domain_scores_gemma":[0.9801364,0.00897905,0.0009734975,0.005036463,0.004320901,0.0005536948],"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":[0.002957862,0.001007136,0.03058852,0.001154126,0.0001892635,0.001133213,0.001293354,0.009064634,0.03458339,0.01111973,0.2590996,0.6478091],"study_design_scores_gemma":[0.00107159,0.0016773,0.04008055,0.0004162955,0.00027399,0.002136367,0.000806802,0.2916997,0.2309332,0.03040334,0.4000534,0.0004473731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.04779011,0.0002412303,0.3419522,0.0005536096,0.0006169674,0.003033962,0.05674162,0.5348626,0.01420759],"genre_scores_gemma":[0.4203999,0.0006205465,0.3900684,0.0006618225,0.0004950239,0.00521664,0.1136111,0.03958889,0.02933764],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.03455332,"threshold_uncertainty_score":0.1155924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037380841559643,"score_gpt":0.2547732632743708,"score_spread":0.2443994548587743,"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."}}