{"id":"W1977101828","doi":"10.1016/j.disc.2010.06.010","title":"Spreads, arcs, and multiple wavelength codes","year":2010,"lang":"en","type":"article","venue":"Discrete Mathematics","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Division of Mathematical Sciences","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":[],"consensus_categories":[],"category_scores_codex":[0.0001693388,0.0001371419,0.0001761075,0.00003890733,0.00005312632,0.00004442001,0.0001062647,0.00007505496,0.00003919792],"category_scores_gemma":[0.00005559627,0.0001147464,0.00003956867,0.00005412978,0.00005969028,0.00006669472,0.00002365904,0.000171395,0.0000419868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003304714,"about_ca_system_score_gemma":0.00000245096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003117787,"about_ca_topic_score_gemma":0.00002290035,"domain_scores_codex":[0.9994459,0.000009478785,0.0001804975,0.00009785647,0.00009086678,0.0001754733],"domain_scores_gemma":[0.9995064,0.000118366,0.00002441142,0.0002595914,0.0000133877,0.00007780595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001451736,0.0001424681,0.005503116,0.003201765,0.0003212476,0.00002791128,0.01727318,0.0003600232,0.2099238,0.7502325,0.002436774,0.01056271],"study_design_scores_gemma":[0.001393728,0.00007754362,0.002365809,0.0003407036,0.0001347437,0.0002206739,0.004606589,0.7530035,0.0600739,0.1576158,0.01866771,0.001499286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848618,0.00007984859,0.002945209,0.00001449108,0.0003078326,0.0001526907,0.00002913386,0.0002626665,0.01134636],"genre_scores_gemma":[0.9949386,0.0000189348,0.00477313,0.000007250458,0.00006244985,0.000008688793,0.000007003993,0.00003327914,0.0001507354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7526435,"threshold_uncertainty_score":0.4679222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006451104124225585,"score_gpt":0.19599923977507,"score_spread":0.1895481356508444,"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."}}