{"id":"W1789097125","doi":"10.1090/s1088-4165-03-00183-3","title":"Virtual transfer factors","year":2003,"lang":"en","type":"article","venue":"Representation Theory of the American Mathematical Society","topic":"Advanced Algebra and Geometry","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Algorithm; Annotation; Artificial intelligence; Computer science; 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":[0.000627051,0.0001821816,0.000435028,0.00002385997,0.0001442547,0.00001324965,0.0002940432,0.00004564951,0.0004390484],"category_scores_gemma":[0.00172208,0.0001140917,0.0006005127,0.0006050799,0.0008228417,0.00009729441,0.00004527305,0.0001836451,0.0000155298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003567756,"about_ca_system_score_gemma":0.00002940338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001099843,"about_ca_topic_score_gemma":2.083076e-7,"domain_scores_codex":[0.9983143,0.0003319933,0.0004317267,0.0002299828,0.0004462003,0.0002458273],"domain_scores_gemma":[0.9964859,0.002561596,0.0002229639,0.0005837572,0.000067074,0.00007873357],"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":[0.00001477059,0.0001687534,0.0008508469,0.00004494279,0.0001130502,1.621965e-7,0.002737242,0.00002411849,0.00213948,0.9929402,0.0002617014,0.0007047722],"study_design_scores_gemma":[0.000219074,0.00004483878,0.0009744653,0.00002319935,0.00007426582,0.000004420791,0.011683,0.00004205023,0.03421031,0.9525357,0.00005159811,0.0001370335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7013497,0.00001023336,0.2953664,0.00007689666,0.00004960529,0.0002052199,0.000006148855,0.00004806695,0.002887717],"genre_scores_gemma":[0.987686,0.000009028256,0.01116777,0.0001427372,0.00001939417,0.00001316008,0.000001062196,0.00003052331,0.0009302796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863364,"threshold_uncertainty_score":0.4807272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03625074066206114,"score_gpt":0.3255110800236936,"score_spread":0.2892603393616324,"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."}}