{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006158094,0.0004984894,0.000928889,0.0006292842,0.00006745049,0.000111303,0.0002183786,0.0007347007,0.0003594234],"category_scores_gemma":[0.001147533,0.0004207588,0.0001990513,0.0002957203,0.00007881528,0.00006368297,0.0001180965,0.0007301175,0.0002018562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008096885,"about_ca_system_score_gemma":0.00003791145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005196595,"about_ca_topic_score_gemma":0.0002475932,"domain_scores_codex":[0.9979692,0.00002133297,0.0007335754,0.0004422962,0.0005375233,0.000296126],"domain_scores_gemma":[0.9962584,0.002551182,0.0004367178,0.0005676685,0.0001116007,0.00007447442],"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":[0.000007970317,0.00008451028,0.00002652349,0.00201863,0.0003317999,0.0000718043,0.001711496,0.00009565389,0.00002152102,0.9806835,0.00134157,0.01360501],"study_design_scores_gemma":[0.000202563,0.00003246107,0.00001551312,0.0005264551,0.0002812945,0.0000165074,0.00003134976,0.001693094,0.00001456235,0.9942756,0.002483659,0.0004269203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003608748,0.00339793,0.4251168,0.001358587,0.001096818,0.002382594,0.0001205609,0.0008487505,0.5620692],"genre_scores_gemma":[0.04322989,0.002596722,0.3276361,0.0006305145,0.00162048,0.0001142754,0.0003479382,0.001271999,0.6225522],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09748074,"threshold_uncertainty_score":0.9998244,"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."}}