{"id":"W2042186799","doi":"10.1145/2213836.2213920","title":"ConsAD","year":2012,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Consistency (knowledge bases); Database transaction; Serializability; Isolation (microbiology); Data mining; Interface (matter); Database; Transaction processing; Artificial intelligence; Distributed transaction; Operating system","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":[0.000106457,0.00003233716,0.00004241384,0.000009966476,0.00002682723,0.00003698211,0.0002170516,0.00001487289,0.00003921929],"category_scores_gemma":[0.000004871456,0.00002454918,0.00001615955,0.00009205446,0.000007094623,0.0003587035,0.00004278847,0.0000217759,0.0005993494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005380439,"about_ca_system_score_gemma":0.000006325466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001004066,"about_ca_topic_score_gemma":4.654679e-7,"domain_scores_codex":[0.9996395,0.000009393154,0.00006019453,0.00006180363,0.00007039252,0.0001587108],"domain_scores_gemma":[0.99969,0.00001132695,0.00001298726,0.0002021446,0.00001497038,0.00006859729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.428054e-7,0.00002383497,0.003930161,0.000001723908,0.000002398201,6.605137e-7,0.0001093794,8.428532e-7,0.0001322517,0.9552424,0.02507348,0.01548275],"study_design_scores_gemma":[0.000160012,0.00001028195,0.01462228,0.000004977843,8.358899e-7,0.00003165683,0.00002459545,0.004512025,0.001442606,0.0006118987,0.9784316,0.0001472429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002516066,0.0001937933,0.848068,0.0003152877,0.0004828337,0.00002843613,7.503204e-7,0.0001284064,0.1482664],"genre_scores_gemma":[0.9881277,8.10196e-7,0.009508912,0.0003437972,0.00006135154,0.000002864428,3.853266e-7,0.000001077414,0.001953078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9856117,"threshold_uncertainty_score":0.7703624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352653185882175,"score_gpt":0.2356778712734466,"score_spread":0.2221513394146248,"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."}}