{"id":"W2553488616","doi":"10.1007/978-3-319-47551-6_10","title":"Differential Equations and the (Next-To) $${}^{m}$$ m Leading Log Expansion","year":2016,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in mathematical physics","topic":"Advanced Topics in Algebra","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Waterloo","funders":"","keywords":"Series (stratigraphy); Differential equation; Mathematics; Applied mathematics; Mathematical analysis; Mathematical physics; Geology","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"],"consensus_categories":[],"category_scores_codex":[0.0004204286,0.0006180626,0.001127293,0.0001210531,0.0001760614,0.0001102748,0.0005271196,0.0003456292,0.0004144358],"category_scores_gemma":[0.001363913,0.0004093586,0.000248045,0.0000716911,0.0006514768,0.0001662476,0.000685519,0.000832885,0.0004751577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877175,"about_ca_system_score_gemma":0.00004688327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.226914e-7,"about_ca_topic_score_gemma":0.000005158183,"domain_scores_codex":[0.9972086,0.00006068596,0.0009108802,0.0006495803,0.0006704454,0.0004997895],"domain_scores_gemma":[0.9939083,0.004365388,0.0003569852,0.001116733,0.00009347877,0.0001591102],"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":[0.00003273932,0.00004954966,8.754267e-7,0.0003318072,0.00005793268,0.000007964447,0.0006238702,0.000001859849,0.0001261659,0.990706,0.0001283104,0.007932926],"study_design_scores_gemma":[0.0008765527,0.00002623933,0.000001914993,0.001745225,0.0001166253,0.000005051939,0.0000146616,0.0002711194,0.0001931172,0.9947733,0.001477115,0.0004990458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0007959946,0.0001310328,0.6820835,0.0008042419,0.0003291611,0.001536571,0.00002241945,0.0001752346,0.3141219],"genre_scores_gemma":[0.1604284,0.0003926341,0.1033552,0.0008852783,0.004134407,0.0005831131,0.00001782157,0.001079783,0.7291233],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5787283,"threshold_uncertainty_score":0.9998358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07325874858124026,"score_gpt":0.3175631144514383,"score_spread":0.244304365870198,"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."}}