{"id":"W7096257386","doi":"","title":"Experience with k42, an open-source, linux-compatible, scalable operating-system kernel","year":2005,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kernel (algebra); Scalability; Rapid prototyping; Kernel method","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":[0.0005695363,0.0002765792,0.0003412835,0.00009172474,0.0002502196,0.0006644584,0.002909409,0.00007197983,0.00002701967],"category_scores_gemma":[0.0001330537,0.0002102479,0.000023398,0.0005735807,0.00007220606,0.003025134,0.0008441093,0.0001933509,0.00007389588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165544,"about_ca_system_score_gemma":0.0000743012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001115387,"about_ca_topic_score_gemma":0.0000423046,"domain_scores_codex":[0.9979353,0.0001454854,0.0003317686,0.0007554783,0.0003337739,0.0004982234],"domain_scores_gemma":[0.9980159,0.0002677949,0.00009182443,0.001289506,0.0001321498,0.0002027703],"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":[0.00001542195,0.0001343023,0.0014977,0.00003280621,0.00001762979,0.00003141553,0.004288223,0.9107746,0.002081125,0.03059315,0.0003465044,0.05018711],"study_design_scores_gemma":[0.001480873,0.0008926496,0.002509434,0.0001960189,0.000007965224,0.0002795161,0.002129218,0.9298804,0.04949696,0.0003568779,0.01133239,0.00143769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0561446,0.00005564432,0.9375275,0.0001420636,0.0001711656,0.0003003399,7.069802e-7,0.001998279,0.003659729],"genre_scores_gemma":[0.3651888,0.000001816271,0.6327558,0.000185739,0.0000664753,0.00006535703,8.90961e-7,0.00002234224,0.00171275],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3090442,"threshold_uncertainty_score":0.857366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04259657195649986,"score_gpt":0.3067124790752765,"score_spread":0.2641159071187767,"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."}}