{"id":"W7132927982","doi":"","title":"Design and implementation of K42&apos;s dynamic clustered object switching mechanism","year":2000,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Object (grammar); Mechanism (biology); Stability (learning theory); Control system; Class (philosophy)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003154851,0.0002582506,0.0003759658,0.0001445101,0.0001118483,0.0001412619,0.0004383311,0.0001730353,0.0000350814],"category_scores_gemma":[0.000005338858,0.0002613491,0.00006559795,0.0002368201,0.000007010864,0.0002355432,0.00003702113,0.0001707161,0.00001067624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006137849,"about_ca_system_score_gemma":0.0001631467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005303987,"about_ca_topic_score_gemma":0.0003559035,"domain_scores_codex":[0.9984396,0.0001139035,0.0003989331,0.0004687209,0.00032091,0.0002579159],"domain_scores_gemma":[0.9989882,0.00005467695,0.0003979051,0.0004088418,0.00008429092,0.00006604569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000323076,0.000153754,0.00002185189,0.001749219,0.0003773701,0.00007709383,0.1251798,0.0006352674,0.08109703,0.02126358,0.001226845,0.7678952],"study_design_scores_gemma":[0.008314667,0.001892934,0.01054347,0.003687419,0.0004800881,0.0002070787,0.06068837,0.7548938,0.1278942,0.02339941,0.003150345,0.004848194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1836619,0.0009258445,0.8127471,0.0000935579,0.0006237444,0.0008058779,0.00001405357,0.0001203358,0.001007641],"genre_scores_gemma":[0.9818247,0.0001477565,0.01533296,0.00002947094,0.00002508148,0.000047546,0.0001993386,0.00002769088,0.002365468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7981628,"threshold_uncertainty_score":0.9999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827331580280113,"score_gpt":0.3499642339213048,"score_spread":0.3316909181185037,"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."}}