{"id":"W3149650049","doi":"","title":"53rd Annual IEEE Symposium on Foundations of Computer Science, FOCS 2012, New Brunswick, NJ, USA, October 20-23, 2012","year":2012,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"History of Computing Technologies","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Economic history; Regional science; Telecommunications; Political science; Library science; Operations research; Engineering; History; Computer science; Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005194392,0.0002795628,0.0002962128,0.0008235938,0.0004722627,0.0000759141,0.002839568,0.0001559164,0.00005024417],"category_scores_gemma":[0.0000333324,0.0003092497,0.0001452367,0.002009749,0.0008395454,0.00333156,0.0007838153,0.0002952341,0.0009437246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953108,"about_ca_system_score_gemma":0.0007462904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001520985,"about_ca_topic_score_gemma":0.0001474231,"domain_scores_codex":[0.9978711,0.00007938225,0.0002621112,0.0007393634,0.0002848223,0.0007632095],"domain_scores_gemma":[0.9975261,0.0001825302,0.0002693589,0.001411691,0.0002787737,0.0003315347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003069372,0.0005952506,0.0161624,0.00002237737,0.00006408907,0.00003184445,0.001198431,0.03374831,0.001299467,0.8677404,0.07532512,0.003781641],"study_design_scores_gemma":[0.005595629,0.00248757,0.09181793,0.0003963179,0.0003040002,0.0001386428,0.0003064797,0.4419858,0.01841556,0.02954389,0.4044325,0.004575679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2906166,0.00005891493,0.7020218,0.0003557109,0.001924611,0.0001882348,0.000003724505,0.0004104793,0.004419868],"genre_scores_gemma":[0.9717634,0.0000155368,0.01948417,0.0001655099,0.0002006522,1.989161e-7,0.000001523101,0.00001517342,0.008353831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8381965,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049627031478317,"score_gpt":0.2033140475672128,"score_spread":0.1536870160888958,"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."}}