{"id":"W4243354234","doi":"10.1090/dol/028/11","title":"Section 10. From The Contest Problem Book V","year":2019,"lang":"en","type":"book-chapter","venue":"American Mathematical Society eBooks","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"CONTEST; Section (typography); History; Computer science; Political science; Law; Operating system","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005489435,0.0004493109,0.001550711,0.00003277662,0.0002316776,0.0001893164,0.0005496764,0.000396027,0.004263056],"category_scores_gemma":[0.00004123813,0.0004623581,0.001006004,0.00002298009,0.0009039012,0.00008766074,0.0001683179,0.0005824433,0.009839283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003604603,"about_ca_system_score_gemma":0.00008210113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009747937,"about_ca_topic_score_gemma":0.00005665734,"domain_scores_codex":[0.997252,0.00001724559,0.00135867,0.000811852,0.0001012571,0.0004590149],"domain_scores_gemma":[0.9967477,0.0005451872,0.001618764,0.0008858885,0.0000522327,0.0001502331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009177103,0.00002238381,0.00008935171,0.00007149787,0.000493443,9.642846e-7,0.001186941,0.000002236032,0.00000217316,0.9311866,0.06619921,0.0007359817],"study_design_scores_gemma":[0.0002187342,0.00008094004,0.0000173623,0.0001074246,0.00004043081,0.000002769554,0.0001489668,0.0002752106,0.000001704782,0.458599,0.5400812,0.0004262695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001291422,0.0009935945,0.002085774,0.0006583139,0.0004731559,0.001022074,0.0005340946,0.0001209527,0.9939829],"genre_scores_gemma":[0.01271991,0.0003146525,0.0009324204,0.004658896,0.002187512,0.00009505717,0.00009401258,0.0002457259,0.9787518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.473882,"threshold_uncertainty_score":0.9997828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381940845227328,"score_gpt":0.2009881113553482,"score_spread":0.177168702903075,"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."}}