{"id":"W4234193305","doi":"10.1090/dol/028/02","title":"Section 1. From Mathematical Miniatures","year":2019,"lang":"en","type":"book-chapter","venue":"American Mathematical Society eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Section (typography); Computer science; History; 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":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0009345103,0.0014264,0.002846725,0.0001183717,0.0003394336,0.000136529,0.0009670485,0.001135374,0.006893778],"category_scores_gemma":[0.0004456343,0.001267984,0.002118096,0.0000569595,0.001801778,0.00009407125,0.0003710963,0.001910042,0.004156662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004441427,"about_ca_system_score_gemma":0.0002753124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007013544,"about_ca_topic_score_gemma":0.00000596517,"domain_scores_codex":[0.9946255,0.0001233392,0.001711375,0.001199357,0.001468777,0.0008716466],"domain_scores_gemma":[0.9911743,0.004523816,0.001572781,0.002077654,0.0001936938,0.0004577703],"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":[0.0000404909,0.0001852509,5.489687e-7,0.001179545,0.0009808867,0.00002170211,0.003966392,4.073746e-7,0.0001343376,0.9552289,0.03564016,0.002621357],"study_design_scores_gemma":[0.000428078,0.0001648043,6.285118e-7,0.001014875,0.0008673304,0.00004571578,0.0005505863,0.0002086336,0.00009547827,0.8807943,0.1146011,0.001228387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001623899,0.0001111394,0.01630217,0.0001595435,0.0004496493,0.001336906,0.0002120931,0.0007645517,0.97904],"genre_scores_gemma":[0.001780415,0.00003072902,0.1112697,0.000791757,0.001244389,0.00007463008,0.00006553248,0.0006174188,0.8841255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09496752,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558398507608108,"score_gpt":0.2633819093548292,"score_spread":0.2377979242787482,"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."}}