{"id":"W4211207573","doi":"10.1016/s0012-365x(00)00143-6","title":"Preface","year":2000,"lang":"en","type":"article","venue":"Discrete Mathematics","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Mathematics; Combinatorics; Discrete 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001917728,0.000162516,0.0001907082,0.00003746698,0.00007185114,0.00005778281,0.0002533333,0.00005007845,0.009459303],"category_scores_gemma":[0.00004976129,0.0001342282,0.00008004686,0.0002041165,0.00006835426,0.0001305924,0.00002803898,0.00009665559,0.05126132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003293622,"about_ca_system_score_gemma":0.00001451634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006078836,"about_ca_topic_score_gemma":0.000003560089,"domain_scores_codex":[0.9989396,0.00002454213,0.0002530856,0.0001759933,0.0003108827,0.0002959353],"domain_scores_gemma":[0.999222,0.00005163923,0.00005946259,0.0005465642,0.00002433099,0.00009593983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003260893,0.003825611,0.003044063,0.002479277,0.001069255,0.0002453661,0.08209207,0.004125434,0.05325135,0.4584923,0.305642,0.08540716],"study_design_scores_gemma":[0.004333666,0.0003969736,0.003222463,0.000849141,0.0005855649,0.0003639353,0.005823508,0.1287066,0.03293879,0.2636579,0.5552329,0.003888534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5683094,0.00005686646,0.0005974026,0.00009532467,0.00002801032,0.0002599235,0.00005740646,0.0004364722,0.4301592],"genre_scores_gemma":[0.915392,0.00001592604,0.04036848,0.0001106161,0.00009743349,0.00004050395,0.00003219038,0.0001948708,0.04374795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3864112,"threshold_uncertainty_score":0.9914462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709810267063604,"score_gpt":0.269460976049515,"score_spread":0.2523628733788789,"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."}}