{"id":"W3010175047","doi":"10.1002/jcd.21709","title":"Design theory and some forbidden configurations","year":2020,"lang":"en","type":"article","venue":"Journal of Combinatorial Designs","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Pigeonhole principle; Divisibility rule; Combinatorics; Row; Extension (predicate logic); Matrix (chemical analysis); Upper and lower bounds; Row and column spaces; Column (typography); Block (permutation group theory); Value (mathematics); Set (abstract data type); Discrete mathematics; Geometry; Statistics; Connection (principal bundle); Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007775566,0.0001109522,0.0002420471,0.00006324159,0.00005922459,0.00005750465,0.0001441544,0.00007275113,0.00003379232],"category_scores_gemma":[0.0001286265,0.00009728107,0.00006957065,0.0001078628,0.00003521023,0.0003038518,0.000008349444,0.0002009396,0.00001086399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001590764,"about_ca_system_score_gemma":0.000034979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.91091e-7,"about_ca_topic_score_gemma":1.685877e-8,"domain_scores_codex":[0.9990522,0.0002652261,0.0003382248,0.00006001574,0.0001569821,0.0001274018],"domain_scores_gemma":[0.9992405,0.0003504565,0.00009627057,0.00006782694,0.00007279594,0.0001721341],"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":[0.0002869485,0.00002414886,0.00001812923,0.00005332051,0.0001755802,0.00004444469,0.00152962,0.002076828,0.08445756,0.9061044,0.004613997,0.0006150395],"study_design_scores_gemma":[0.00300983,0.001190408,0.0001412587,0.00009107396,0.0001636082,0.0001517621,0.0005874476,0.002706536,0.04663484,0.9382558,0.006686165,0.0003812481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2087963,0.005457467,0.7681739,0.000737861,0.01193845,0.0006976365,0.000009275226,0.0002752877,0.003913797],"genre_scores_gemma":[0.9988785,0.00006307138,0.0002769626,0.00007592297,0.0006710357,0.000002645409,3.20756e-7,0.00002009799,0.00001143469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7900822,"threshold_uncertainty_score":0.3967007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908771987456721,"score_gpt":0.2239569785969011,"score_spread":0.1948692587223339,"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."}}