{"id":"W4255957560","doi":"10.1007/978-1-4939-7131-2_100269","title":"Descriptive Graphs","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Graph theory and applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001173732,0.0001995617,0.0002095248,0.00009188979,0.00008828236,0.0000159701,0.0001890784,0.0002129453,0.01301637],"category_scores_gemma":[0.0000178737,0.0001669762,0.0001721061,0.00001914813,0.0001835966,0.00002666624,0.00004651457,0.0001625455,0.001816813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001425985,"about_ca_system_score_gemma":0.00001634796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001049713,"about_ca_topic_score_gemma":0.00001389705,"domain_scores_codex":[0.9993471,0.000006510051,0.0001912164,0.000225748,0.0001126213,0.0001168063],"domain_scores_gemma":[0.9991421,0.0001217193,0.0001116568,0.0004759629,0.000092501,0.00005613839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002662499,0.00001038041,2.531455e-7,0.00001307332,0.00005303126,9.454214e-7,0.00013044,1.441202e-9,0.00001128693,0.9159517,0.08363796,0.0001882679],"study_design_scores_gemma":[0.00004096102,0.00001918398,4.295707e-7,0.0000353846,0.00006134141,0.000003394404,0.00002442335,4.125283e-7,0.00009470109,0.7650811,0.2344876,0.0001510424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001734516,0.00002693261,0.001012269,0.00004587779,0.00007817041,0.0002523452,0.00003137419,0.0001713239,0.9982083],"genre_scores_gemma":[0.001312838,0.00002149003,0.006829299,0.0001039024,0.00009461445,0.00002271768,0.00001291489,0.0000524279,0.9915498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1508706,"threshold_uncertainty_score":0.9989604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07735905851012725,"score_gpt":0.29023744916642,"score_spread":0.2128783906562927,"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."}}