{"id":"W3152641317","doi":"10.1002/jcd.21777","title":"Maximal partial Room squares","year":2021,"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":"McMaster University","funders":"","keywords":"Mathematics; Square (algebra); Order (exchange); Partial least squares regression; Combinatorics; Spectrum (functional analysis); Statistics; Geometry; Physics; Quantum mechanics","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":[0.0004235637,0.0001222939,0.0002915113,0.00007673063,0.00005197347,0.00006855853,0.0001640498,0.00009618283,0.00009558978],"category_scores_gemma":[0.00008038607,0.0001141097,0.0001926761,0.0001899127,0.00001719441,0.0001463957,0.00001383863,0.0002555097,0.00002129005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004159314,"about_ca_system_score_gemma":0.00007844378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.266857e-7,"about_ca_topic_score_gemma":4.928623e-7,"domain_scores_codex":[0.9988561,0.0001490449,0.0004429605,0.00006947733,0.0002833119,0.0001991336],"domain_scores_gemma":[0.9993462,0.0001003147,0.00009913656,0.0001422889,0.0001818484,0.0001302386],"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":[0.000793687,0.000745919,0.002854738,0.0003668652,0.001237161,0.003732948,0.001941973,0.01451258,0.3176042,0.606084,0.03936566,0.01076029],"study_design_scores_gemma":[0.00740392,0.001242665,0.002486046,0.0004056139,0.0003035966,0.001789359,0.0007992867,0.001562063,0.5243002,0.3009787,0.1577493,0.0009792642],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259283,0.002682536,0.01885903,0.00009719596,0.04655537,0.0001050589,0.000005785141,0.0001124443,0.00565428],"genre_scores_gemma":[0.9979896,0.00003342414,0.0001381815,0.00001044059,0.001751757,0.000001666737,8.397244e-7,0.00002241486,0.00005169963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051053,"threshold_uncertainty_score":0.465326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700286428564882,"score_gpt":0.2226734982355292,"score_spread":0.2056706339498804,"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."}}