{"id":"W4239933593","doi":"10.1063/pt.3.1956","title":"Adilet Imambekov","year":2013,"lang":"en","type":"article","venue":"Physics Today","topic":"advanced mathematical theories","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Olympiad; Gold medal; Medal; Physics; Mathematics education; Mathematics; Art history; History","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":[0.0006136757,0.0009770269,0.0007165365,0.001396043,0.002362112,0.003055611,0.0006251045,0.001294549,0.0244109],"category_scores_gemma":[0.001799343,0.0002662552,0.000425593,0.0006282299,0.001520926,0.002097382,0.002442679,0.003529415,0.01860953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001889415,"about_ca_system_score_gemma":0.001598628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347129,"about_ca_topic_score_gemma":0.0007892242,"domain_scores_codex":[0.9992201,0.0001387807,0.00004217259,0.0002373449,0.000241738,0.0001198591],"domain_scores_gemma":[0.9996063,0.00008496243,0.00003642748,0.00004690281,0.0001258782,0.00009948975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001386606,0.00007400705,0.001147196,0.0004817979,0.00003226586,0.0004219261,0.0006309269,0.0008766907,0.001450417,0.2669664,0.5681152,0.1596646],"study_design_scores_gemma":[0.000008280273,0.00002670925,0.0005499754,0.0001541678,0.000008593435,0.0005583747,0.00008506172,0.0004239042,0.000875951,0.02402699,0.9732632,0.00001885033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01784345,0.1755742,0.01560343,0.08187076,0.05342394,0.00009211484,0.001566277,0.001374252,0.6526517],"genre_scores_gemma":[0.3238606,0.09664264,0.009408657,0.01998642,0.01985817,0.000254678,0.002117421,0.001108643,0.5267627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0244109,"threshold_uncertainty_score":0.0816626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04270101851037112,"score_gpt":0.3202144251015034,"score_spread":0.2775134065911323,"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."}}