{"id":"W4206154636","doi":"10.1016/j.tcs.2010.12.052","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics; Philosophy; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001710999,0.0001193907,0.0001082974,0.0001125605,0.0002981695,0.0002260907,0.001461494,0.00003999619,0.000743811],"category_scores_gemma":[0.0001973254,0.00009177116,0.00003453005,0.0009005564,0.009812113,0.0003238187,0.0005715731,0.0003591258,0.006236985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048051,"about_ca_system_score_gemma":0.00009265925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001399048,"about_ca_topic_score_gemma":0.000001167555,"domain_scores_codex":[0.9981152,0.00003900275,0.0001366537,0.0004892779,0.0006732524,0.0005466237],"domain_scores_gemma":[0.9986283,0.00012834,0.00002944344,0.0007236234,0.0001507035,0.0003395449],"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":[0.000005779663,0.00003322249,0.0001271468,9.292202e-7,6.944483e-7,0.000003059679,0.0001087737,0.00001130115,0.09015778,0.903775,0.0001230299,0.005653272],"study_design_scores_gemma":[0.0003964674,0.0001965523,0.01256695,0.00001251114,0.000008568317,0.0001341802,0.000004805974,0.3532715,0.125884,0.5038446,0.003185017,0.0004947843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8264503,0.00000195347,0.1342824,0.0003655744,0.000974257,0.0001247543,0.000002865865,0.0003684877,0.03742934],"genre_scores_gemma":[0.9252757,8.104634e-8,0.07427259,0.0002241505,0.0001934602,0.000002661799,2.956926e-7,0.00001560336,0.00001545411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3999304,"threshold_uncertainty_score":0.9945368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006793216343050369,"score_gpt":0.2597232525758913,"score_spread":0.2529300362328409,"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."}}