{"id":"W4245987390","doi":"10.1142/s0129054118020033","title":"Preface","year":2018,"lang":"en","type":"article","venue":"International Journal of Foundations of Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mathematics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001228024,0.00007855151,0.0001276887,0.0008652211,0.0001197677,0.0002120238,0.002248778,0.00001714923,0.0001721758],"category_scores_gemma":[0.0002834449,0.00006907761,0.00008393132,0.000713585,0.001415563,0.00179091,0.0002353763,0.00009699002,0.0002717075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771701,"about_ca_system_score_gemma":0.0006887811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009265343,"about_ca_topic_score_gemma":0.000005311742,"domain_scores_codex":[0.9975526,0.0000306509,0.000568356,0.0001434442,0.00155728,0.0001476112],"domain_scores_gemma":[0.9919757,0.00009067827,0.0007610422,0.0002120155,0.006862679,0.00009794054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005467845,0.001870772,0.02558901,0.00001446328,0.0007359702,0.00006458709,0.007231491,0.009725961,0.4038482,0.1719644,0.02241571,0.3559926],"study_design_scores_gemma":[0.004959231,0.003196002,0.3384799,0.0007842313,0.0001056528,0.003333846,0.0001793399,0.1615809,0.3169484,0.04222701,0.1273031,0.000902417],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5437891,0.00001503814,0.4480259,0.0008887395,0.004348999,0.00005151426,0.000008532784,0.00001625581,0.002855892],"genre_scores_gemma":[0.8878207,0.000002768153,0.1111902,0.00008908545,0.0008534726,3.454744e-7,7.278854e-7,0.000006833502,0.00003588538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3550902,"threshold_uncertainty_score":0.5215701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693178093746129,"score_gpt":0.3580317033114014,"score_spread":0.3310999223739401,"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."}}