{"id":"W2118274478","doi":"10.1145/1871437.1871635","title":"A new mathematics retrieval system","year":2010,"lang":"en","type":"article","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Similarity (geometry); Information retrieval; Artificial intelligence","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":[0.000436807,0.0001048225,0.0001413433,0.00008285805,0.0001255273,0.000432746,0.0007870107,0.00006188581,0.00009541689],"category_scores_gemma":[0.0001016621,0.00008298976,0.00004576106,0.0002651738,0.00001278253,0.0007171851,0.0001821807,0.0001586151,0.0004290249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001467329,"about_ca_system_score_gemma":0.0001244514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004896856,"about_ca_topic_score_gemma":0.000001373454,"domain_scores_codex":[0.9989818,0.000006134369,0.0003828857,0.0001401684,0.0002957461,0.0001932258],"domain_scores_gemma":[0.9989918,0.00006504128,0.0001845063,0.0005218821,0.0001046177,0.000132094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[2.969645e-7,0.00001151384,0.000006073848,0.0001596106,0.00000365773,9.468442e-7,0.002250665,0.000004472059,0.0003672906,0.9858413,0.003183719,0.008170438],"study_design_scores_gemma":[0.0002311008,0.00001714038,0.00002139725,0.00006648852,0.000003988206,0.0001548613,0.0002741238,0.964735,0.007362182,0.02065555,0.006261884,0.000216344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003011445,0.000004936961,0.8561222,0.0001706277,0.0005949065,0.00007608178,1.025441e-7,0.0005517195,0.139468],"genre_scores_gemma":[0.1670104,3.321785e-7,0.8296599,0.0001516356,0.0001297964,6.082341e-7,3.174833e-7,0.000006076655,0.003040937],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9651858,"threshold_uncertainty_score":0.551439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009861558363798721,"score_gpt":0.2245131568390838,"score_spread":0.2146515984752851,"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."}}