{"id":"W1892106905","doi":"10.1002/smr.1550","title":"On the evolution of Linux kernels: a complex network perspective","year":2012,"lang":"en","type":"article","venue":"Journal of Software Evolution and Process","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Linux kernel; Computer science; Kernel (algebra); Configfs; Clustering coefficient; Perspective (graphical); System call; Theoretical computer science; Path (computing); Cluster analysis; Operating system; Parallel computing; Distributed computing; Mathematics; Artificial intelligence; Discrete mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009526213,0.000134001,0.0002304484,0.000173167,0.0001784131,0.00004441023,0.0007069318,0.00008856199,0.000008244163],"category_scores_gemma":[0.0008111977,0.00008978461,0.00007456584,0.0008172721,0.0001185471,0.0005221645,0.0001527829,0.0003204719,0.000007086707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335592,"about_ca_system_score_gemma":0.0001432139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000167263,"about_ca_topic_score_gemma":0.000005303129,"domain_scores_codex":[0.9986654,0.000086181,0.0003429725,0.0001454577,0.0004490466,0.0003109785],"domain_scores_gemma":[0.9981652,0.0003197746,0.0004481488,0.0002420183,0.0007126962,0.0001121802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002925983,0.0004507118,0.06662048,0.0000980298,0.0002001419,0.00000741959,0.008128968,0.0133237,0.000208333,0.8429775,0.04762163,0.02007043],"study_design_scores_gemma":[0.001117259,0.001622055,0.3572424,0.0007681568,0.00008109405,0.0005087518,0.005110596,0.01136591,0.0004017714,0.6178765,0.003299501,0.0006059747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.100908,0.004269112,0.8903763,0.003459767,0.0004486768,0.0001600355,0.00000265524,0.0001077569,0.0002677276],"genre_scores_gemma":[0.9780079,0.00002552425,0.02142515,0.0002111567,0.0002884298,0.000004780908,1.601426e-7,0.000006877389,0.000030022],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8770999,"threshold_uncertainty_score":0.366131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329373874008898,"score_gpt":0.2758255206979761,"score_spread":0.2525317819578871,"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."}}