{"id":"W1504461717","doi":"10.1090/crmp/039","title":"Group Theory and Numerical Analysis","year":2005,"lang":"en","type":"book","venue":"CRM proceedings & lecture notes","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Group (periodic table); Computer science; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007619731,0.0005698965,0.001149827,0.0004555297,0.000182309,0.000208462,0.0002830889,0.0006587337,0.0006716967],"category_scores_gemma":[0.002429835,0.00044822,0.0004454047,0.0005316626,0.0001460373,0.000105696,0.0001396014,0.0007742565,0.00001845783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144237,"about_ca_system_score_gemma":0.00005557931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003268485,"about_ca_topic_score_gemma":0.00000280946,"domain_scores_codex":[0.9979144,0.0000543645,0.0005094867,0.0007029842,0.0004256003,0.0003931271],"domain_scores_gemma":[0.9969952,0.001980289,0.0004149815,0.0002163076,0.0001965709,0.0001967007],"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":[0.00005561557,0.00007657495,0.00004460268,0.0002019361,0.0009551729,0.000001467798,0.0004725423,0.000001018302,0.0001360797,0.904797,0.0003866268,0.09287141],"study_design_scores_gemma":[0.0001628919,0.0001067384,0.00009151039,0.00008652977,0.003690521,0.000007222237,0.00001297521,0.0002797007,0.0001623648,0.9741645,0.02072292,0.0005120561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006057824,0.001264342,0.7330086,0.0003551478,0.0001233393,0.0003803957,0.00002356806,0.0002682481,0.2639706],"genre_scores_gemma":[0.8405002,0.0004282996,0.1153724,0.001840633,0.005683391,0.000249167,0.0002694622,0.000638378,0.03501811],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8398944,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02917983673151657,"score_gpt":0.3209756900206196,"score_spread":0.291795853289103,"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."}}