{"id":"W2221596114","doi":"10.1007/978-3-030-30561-1_29","title":"Spectral Asymptotics for the Semiclassical Dirichlet to Neumann Operator","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Spectral Theory in Mathematical Physics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Lambda; Dirichlet distribution; Semiclassical physics; Operator (biology); Combinatorics; Zero (linguistics); Riemannian manifold; Boundary (topology); Omega; Physics; Mathematical physics; Mathematics; Mathematical analysis; Boundary value problem; Quantum mechanics","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":["insufficient_payload"],"category_scores_codex":[0.0004935564,0.0007419327,0.001009674,0.00008298113,0.000163894,0.0001617977,0.001097,0.0004374285,0.001960746],"category_scores_gemma":[0.0005680285,0.0004685028,0.0006290668,0.00005634634,0.0001720282,0.00007307228,0.0002849661,0.0007230289,0.002723221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252998,"about_ca_system_score_gemma":0.0001414837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.704897e-7,"about_ca_topic_score_gemma":0.000009719872,"domain_scores_codex":[0.9973353,0.00002471371,0.0007351495,0.0006539849,0.0006231701,0.000627671],"domain_scores_gemma":[0.9925621,0.00525969,0.0002114798,0.001541251,0.0001946759,0.0002308481],"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":[0.0000367438,0.00005597554,3.138749e-7,0.0001844171,0.0002352827,0.000002741676,0.0001214177,0.00001759905,0.0001470317,0.9025559,0.09641188,0.0002306783],"study_design_scores_gemma":[0.0002596757,0.0002175419,7.584341e-7,0.0001618237,0.0003175802,0.000008937511,0.00002429043,0.0006484244,0.0005400601,0.8569837,0.1402338,0.0006033487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002344997,0.00005912703,0.05629802,0.002934092,0.0009610901,0.004008828,0.0001719365,0.0003451255,0.9349872],"genre_scores_gemma":[0.001382764,0.00002027848,0.02694706,0.001893468,0.001689497,0.00008838079,0.00001749152,0.0003975061,0.9675636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0455722,"threshold_uncertainty_score":0.9997767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06002286866334295,"score_gpt":0.3234162454566806,"score_spread":0.2633933767933377,"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."}}