{"id":"W4211072247","doi":"10.1016/j.tcs.2007.04.022","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Mathematics; Computer science; Philosophy","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":[0.0012467,0.001038445,0.0006894969,0.003422177,0.002505493,0.00300613,0.001243919,0.0009224895,0.3323813],"category_scores_gemma":[0.01111531,0.000300809,0.000628977,0.002335747,0.0006694066,0.002783306,0.00180163,0.003314,0.2187033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950592,"about_ca_system_score_gemma":0.001644209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003022848,"about_ca_topic_score_gemma":0.004042643,"domain_scores_codex":[0.9993491,0.0001093095,0.0000394709,0.0001184721,0.0003308788,0.00005285307],"domain_scores_gemma":[0.9947649,0.0009179111,0.0001589108,0.0005455854,0.002893056,0.0007196828],"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":[0.00002151649,0.00001927206,0.00006926698,0.00007970375,0.00000211461,0.00002549672,0.00003860903,0.00007035046,0.0001224514,0.009114224,0.9516939,0.03874307],"study_design_scores_gemma":[0.000004773142,0.00001243513,0.0002384015,0.0001053141,0.000002832295,0.00004100425,0.00004946335,0.0000616643,0.000150617,0.009341951,0.989985,0.000006612577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001462576,0.01498049,0.02266126,0.0510436,0.3309172,0.0004842521,0.01034601,0.001980352,0.5661242],"genre_scores_gemma":[0.009136076,0.007549262,0.006052816,0.008640138,0.05925388,0.0003104425,0.007801517,0.001451453,0.8998044],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6676186,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017389285586698,"score_gpt":0.2804653583256055,"score_spread":0.2702914654697385,"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."}}