{"id":"W7055238625","doi":"","title":"Cal Poly Math Students Move Up in Annual Putnam Math Competition","year":2011,"lang":"en","type":"article","venue":"DigitalCommons@CalPoly","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Class (philosophy); Measure (data warehouse); Work (physics); Calculus (dental)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008984585,0.0002323311,0.0002302402,0.0001397448,0.00004745026,0.0001111265,0.0004294367,0.0001075253,0.00003661131],"category_scores_gemma":[0.000008421568,0.0002331457,0.00007888239,0.0002798581,0.00005960609,0.0004292922,0.0001016421,0.0002152436,0.0004962111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009285179,"about_ca_system_score_gemma":0.00001722275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354252,"about_ca_topic_score_gemma":0.00005634291,"domain_scores_codex":[0.9987504,0.00001827613,0.0003408985,0.0002386727,0.0002722767,0.0003794593],"domain_scores_gemma":[0.9993677,0.00003774116,0.00003530465,0.0003721363,0.00002881757,0.0001583488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001757493,0.00308796,0.1102585,0.0002380761,0.0003557675,0.0002817554,0.007563703,0.0003889037,0.00287704,0.8084405,0.02194141,0.04439064],"study_design_scores_gemma":[0.004438059,0.0003038623,0.8949448,0.0003137143,0.00008905427,0.0001301132,0.002175495,0.02229571,0.009232685,0.009984241,0.05366549,0.002426709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217194,0.0001932431,0.003644674,0.00007811609,0.0002965384,0.0003786727,0.0004796972,0.0005969137,0.07261276],"genre_scores_gemma":[0.998688,0.00001466181,0.0004174187,0.0001106368,0.00005716573,0.00009403974,0.0001048529,0.00005256577,0.0004606571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984563,"threshold_uncertainty_score":0.9507404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187204851343715,"score_gpt":0.2302748098216518,"score_spread":0.2115543246872803,"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."}}