{"id":"W2944341312","doi":"10.1007/978-3-030-05213-3_18","title":"Universality Properties of the Kontsevich Invariant","year":2019,"lang":"en","type":"book-chapter","venue":"CMS books in mathematics","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Invariant (physics); Universality (dynamical systems); Finite type invariant; Quantum; Pure mathematics; Physics; Mathematics; Theoretical physics; Mathematical physics; Quantum mechanics; Invariant polynomial; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0006961809,0.0004741812,0.0007728534,0.001903069,0.00127376,0.003048252,0.000798262,0.0007600134,0.005565107],"category_scores_gemma":[0.001841375,0.0003853123,0.0007644778,0.001311812,0.005914222,0.004305995,0.001454405,0.003333908,0.0008860311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134713,"about_ca_system_score_gemma":0.0007244566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007444332,"about_ca_topic_score_gemma":0.000432861,"domain_scores_codex":[0.9994411,0.00009326835,0.00003050461,0.0001523455,0.0001718441,0.0001110386],"domain_scores_gemma":[0.9992512,0.0003696596,0.00008066939,0.00012944,0.00009621239,0.00007279078],"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":[0.000006409356,0.000005099829,0.0000355938,0.00001548563,0.000002806885,0.00001596496,0.0001012934,0.0001411026,0.0002275783,0.9960431,0.0006671611,0.002738429],"study_design_scores_gemma":[0.000003728927,0.000004350677,0.0001078706,0.000004941175,0.000001811952,0.00004126021,0.00001777408,0.0003672189,0.0001252695,0.9969278,0.002393571,0.000004291764],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1747376,0.01260067,0.08541979,0.003692135,0.001035646,0.00003677947,0.0005133666,0.000491532,0.7214725],"genre_scores_gemma":[0.9578118,0.002987836,0.008859578,0.0005012236,0.001315994,0.00005769013,0.0002155119,0.0001775292,0.02807268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005565107,"threshold_uncertainty_score":0.01861715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293577190324971,"score_gpt":0.2216867362547852,"score_spread":0.1887509643515355,"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."}}