{"id":"W2343833891","doi":"10.1016/j.tcs.2003.11.001","title":"Preface","year":2003,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001218669,0.001027213,0.0006971509,0.003518062,0.002508207,0.003039037,0.00123921,0.0009181389,0.3381363],"category_scores_gemma":[0.01057337,0.0003079344,0.0006316259,0.002486817,0.0006509657,0.002809135,0.001772858,0.003230001,0.2256994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001929947,"about_ca_system_score_gemma":0.001592513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003141717,"about_ca_topic_score_gemma":0.004163616,"domain_scores_codex":[0.9993858,0.0001018531,0.00003784698,0.0001094031,0.0003145773,0.0000504424],"domain_scores_gemma":[0.9948198,0.0009112882,0.0001580063,0.0005618746,0.002828638,0.0007204584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002102505,0.00001910256,0.00006567638,0.00007585592,0.000002001509,0.00002379673,0.00003681961,0.00006729582,0.0001190014,0.008418768,0.9533175,0.03783312],"study_design_scores_gemma":[0.000004645848,0.00001225726,0.0002411856,0.00009932901,0.0000028206,0.00003788009,0.00004818345,0.00006114909,0.0001465343,0.008665407,0.9906746,0.000006146789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001393274,0.01448785,0.02217136,0.04890015,0.3147864,0.0004863302,0.0100578,0.001979067,0.5857378],"genre_scores_gemma":[0.008067467,0.007046236,0.005266564,0.00750128,0.05242125,0.000279954,0.007261638,0.001313461,0.9108422],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6618637,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068833842508436,"score_gpt":0.2589158512038852,"score_spread":0.2482275127788008,"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."}}