{"id":"W4388469831","doi":"10.1007/978-3-031-37913-0_1","title":"Notation and Background","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in mathematics","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Notation; Mathematics; Algebra over a field; Calculus (dental); Pure mathematics; Arithmetic; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001810538,0.003732641,0.00179543,0.004692917,0.003476089,0.005024591,0.003118563,0.001700448,0.1107135],"category_scores_gemma":[0.00418547,0.0007414582,0.0008470046,0.006240179,0.002316558,0.005154077,0.003031175,0.003997344,0.1359552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237452,"about_ca_system_score_gemma":0.001173149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408139,"about_ca_topic_score_gemma":0.0011657,"domain_scores_codex":[0.9986524,0.0004414075,0.0001153924,0.0003101374,0.0003200835,0.0001606318],"domain_scores_gemma":[0.9986715,0.0003755475,0.0001490433,0.0002600192,0.0004278272,0.0001159799],"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":[0.00002622967,0.00004393783,0.00008676689,0.0002209473,0.000005448882,0.00009481298,0.000263207,0.0002934321,0.0004363687,0.848808,0.124483,0.0252379],"study_design_scores_gemma":[0.000006329518,0.00003754902,0.000102908,0.0001163802,0.00001247799,0.0001961257,0.0001400401,0.0005287462,0.00025032,0.3174728,0.6811212,0.00001517028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004029115,0.009591152,0.1598447,0.004969616,0.008675952,0.0003972053,0.009213163,0.001194147,0.802085],"genre_scores_gemma":[0.08973477,0.02032869,0.1100306,0.006902812,0.009400701,0.002448723,0.02029837,0.003362736,0.7374926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8892865,"threshold_uncertainty_score":0.3703737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460155086498612,"score_gpt":0.2986343088966859,"score_spread":0.2340327580316997,"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."}}