{"id":"W3035542725","doi":"10.13001/ela.2020.5217","title":"Maximal Orientations of Graphs","year":2020,"lang":"en","type":"article","venue":"Electronic Journal of Linear Algebra","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics; Combinatorics; Discrete mathematics; Pure 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":[],"consensus_categories":[],"category_scores_codex":[0.0002095604,0.00008497958,0.0002048285,0.0000830477,0.00002491704,0.0000063572,0.0001640221,0.00003819068,0.00007650662],"category_scores_gemma":[0.00002744475,0.00007677468,0.0001486473,0.0003100391,0.00003196966,0.0001122714,0.000006916667,0.0003172396,0.00001305389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002219405,"about_ca_system_score_gemma":0.00006625961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.137184e-7,"about_ca_topic_score_gemma":0.000001020174,"domain_scores_codex":[0.9991348,0.00003413887,0.0003955254,0.00005119976,0.0001583005,0.0002260457],"domain_scores_gemma":[0.9996254,0.00003104496,0.0001165575,0.00006949528,0.00007280244,0.00008465767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003122065,0.000135076,0.00278836,0.0003331754,0.001357156,0.00005188888,0.005625739,0.01930465,0.1153602,0.8475739,0.002776181,0.004381482],"study_design_scores_gemma":[0.01072466,0.009399825,0.004377252,0.0005109507,0.001054167,0.001719284,0.007237175,0.03478635,0.514254,0.3249419,0.08889744,0.002097003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797087,0.00274412,0.01634291,0.0001811964,0.000230381,0.00005766204,0.000003965857,0.00003700451,0.0006940468],"genre_scores_gemma":[0.9994276,0.0001431809,0.0001965825,0.00003929752,0.0001610592,7.548274e-7,0.000001284409,0.0000175386,0.00001272164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5226319,"threshold_uncertainty_score":0.3130781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007608641683185857,"score_gpt":0.2030779890287413,"score_spread":0.1954693473455554,"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."}}