{"id":"W4398206072","doi":"10.4171/jca/88","title":"RoCK blocks for affine categorical representations","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Algebra","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Affine transformation; Categorical variable; Mathematics; Pure mathematics; Geology; Algebra over a field; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005462614,0.0002062759,0.0004351381,0.001558883,0.001178604,0.00184033,0.0004584012,0.0004503134,0.01164378],"category_scores_gemma":[0.002393807,0.0002105702,0.0006974353,0.0005617237,0.002073854,0.003405808,0.00158271,0.001198308,0.001190337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008326993,"about_ca_system_score_gemma":0.0004529294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003051236,"about_ca_topic_score_gemma":0.002245702,"domain_scores_codex":[0.9991869,0.0001321618,0.00004821772,0.0001481535,0.0002968746,0.0001877276],"domain_scores_gemma":[0.999018,0.0002639605,0.000164699,0.0002082851,0.0001792026,0.0001658754],"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":[0.0000319053,0.00001074377,0.000664973,0.00001538105,0.000004366449,0.00005782876,0.0002689155,0.0008459507,0.00132079,0.9923144,0.0003637755,0.004100959],"study_design_scores_gemma":[0.00001929165,0.0000488973,0.001860593,0.00002023761,0.00001576874,0.0001153096,0.000365008,0.01639128,0.002989695,0.9691247,0.009020536,0.00002869189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7416857,0.0005425418,0.1489937,0.0007178185,0.00007863318,0.0001197999,0.0005483518,0.0006208434,0.1066926],"genre_scores_gemma":[0.9734566,0.0001386464,0.01599049,0.00009649473,0.0000556648,0.0000684658,0.0003638654,0.0000861951,0.00974361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164378,"threshold_uncertainty_score":0.03895229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735508829537157,"score_gpt":0.2800651319929874,"score_spread":0.2627100436976158,"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."}}