{"id":"W4211066449","doi":"10.1016/j.tcs.2008.02.002","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","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":[0.0008967644,0.000123219,0.0001286153,0.0001193049,0.0005349731,0.00006653782,0.001159144,0.00002644842,0.0003112802],"category_scores_gemma":[0.0001051466,0.0000969133,0.00003928313,0.001142365,0.01254903,0.0003305549,0.0005030946,0.0001436425,0.006588438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006259589,"about_ca_system_score_gemma":0.0001209673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001489022,"about_ca_topic_score_gemma":1.009409e-7,"domain_scores_codex":[0.9979283,0.00006557094,0.0001504808,0.0004883929,0.0008061434,0.0005611344],"domain_scores_gemma":[0.9988519,0.0001091626,0.00002914958,0.0005675557,0.0001402893,0.0003019184],"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":[0.0000109111,0.0000482328,0.0003104131,0.000001114624,0.000001191773,0.00002536036,0.0003739738,0.00009859684,0.003840146,0.9933364,0.0004503331,0.001503321],"study_design_scores_gemma":[0.0009859647,0.0006246854,0.04684367,0.00004181781,0.00001281012,0.001345029,0.00001150993,0.5978318,0.07980317,0.2685678,0.002932304,0.0009994367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7135984,0.00001251712,0.2528719,0.0002129243,0.0002763098,0.0001207629,0.000002363361,0.0003872139,0.03251759],"genre_scores_gemma":[0.9563332,0.000001036953,0.04322568,0.000276713,0.000113684,0.000002568169,3.207632e-7,0.00001561494,0.00003115054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7247686,"threshold_uncertainty_score":0.994185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712036811410744,"score_gpt":0.2562859153566268,"score_spread":0.2391655472425194,"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."}}