{"id":"W2060631282","doi":"10.1002/nem.751","title":"A hybrid approach to operating system discovery based on diagnosis","year":2010,"lang":"en","type":"article","venue":"International Journal of Network Management","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"University of Ottawa; Université Laval","keywords":"Computer science; Unification; Simple (philosophy); Knowledge extraction; Data science; Artificial intelligence; Machine learning; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00104996,0.0001232556,0.0001706899,0.0001909227,0.00008169356,0.0004234413,0.001505891,0.00002459928,0.000004071175],"category_scores_gemma":[0.0000323786,0.00009180172,0.0001298264,0.0001648183,0.0000134736,0.0004847697,0.0002534339,0.0002194548,0.0000223886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352721,"about_ca_system_score_gemma":0.0000334818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005345364,"about_ca_topic_score_gemma":8.051691e-7,"domain_scores_codex":[0.9982378,0.00005379707,0.0004746566,0.0002239461,0.000820509,0.0001892861],"domain_scores_gemma":[0.9989784,0.0001024872,0.0002413728,0.0003467052,0.0002367471,0.00009433067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000837928,0.0005649693,0.02206226,0.0001224636,0.0003338924,0.0002978852,0.0001848998,0.8162991,0.00001694007,0.06077538,0.02527899,0.07397946],"study_design_scores_gemma":[0.002001045,0.0005121288,0.03719258,0.00151589,0.00005052379,0.0003159375,0.0001401565,0.9062392,0.0003276731,0.0006582577,0.05045995,0.0005866195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07612066,0.00001916645,0.9053941,0.001285477,0.007477352,0.0002707537,0.000001965711,0.00005249633,0.009377971],"genre_scores_gemma":[0.924576,0.000006097341,0.07334541,0.0008673333,0.001090995,0.0000361852,0.000001300868,0.00000726618,0.00006939774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8484554,"threshold_uncertainty_score":0.4083254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008074049951444444,"score_gpt":0.2356524395593317,"score_spread":0.2275783896078872,"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."}}