{"id":"W3084213112","doi":"10.1016/j.tcs.2006.06.012","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Mathematics","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":[0.001131431,0.0001220472,0.0001139097,0.0001174095,0.0002772353,0.0002105315,0.001008913,0.00002625159,0.0002522055],"category_scores_gemma":[0.00004121632,0.00009650001,0.00003641434,0.001079498,0.00669192,0.0002871429,0.0004090614,0.0001147822,0.00444935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006989029,"about_ca_system_score_gemma":0.00006399101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008520885,"about_ca_topic_score_gemma":8.050175e-7,"domain_scores_codex":[0.9980155,0.00005826527,0.0001653895,0.0004775428,0.0007153676,0.0005678927],"domain_scores_gemma":[0.9990956,0.00009850201,0.00003221068,0.000497776,0.0001220609,0.0001538174],"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":[0.000006543667,0.00004912694,0.0001929153,0.000001253655,5.24122e-7,0.000005195902,0.00003012418,0.0003283397,0.007782425,0.9893493,0.0005544323,0.001699797],"study_design_scores_gemma":[0.0002971674,0.0001255767,0.01568226,0.00001563273,0.000006191561,0.00004838483,0.00000224455,0.2732992,0.03723003,0.6716021,0.001368887,0.0003223954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4779373,0.00001576861,0.4317224,0.0003123414,0.0003030222,0.0001441208,0.000003986067,0.0004691636,0.0890919],"genre_scores_gemma":[0.9576327,9.249032e-8,0.04196215,0.00014053,0.0002058417,0.000002587956,7.83083e-7,0.00001562052,0.00003974167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4796954,"threshold_uncertainty_score":0.9963258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006194485593333101,"score_gpt":0.2398046339403179,"score_spread":0.2336101483469848,"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."}}