{"id":"W3208227191","doi":"10.4171/jst/382","title":"Spectral invariants of Dirichlet-to-Neumann operators on surfaces","year":2021,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"Spectral Theory in Mathematical Physics","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Université de Montréal","keywords":"Dirichlet distribution; Mathematics; Pure mathematics; Mathematical analysis; Boundary value problem","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001503085,0.0002083537,0.000677978,0.0003324588,0.0002845484,0.00003303285,0.0009800307,0.0001309467,0.0007499194],"category_scores_gemma":[0.002201642,0.0002492375,0.0002182315,0.00143552,0.0006229972,0.0002008667,0.0004869891,0.0005462415,0.0003137992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002861743,"about_ca_system_score_gemma":0.0003420051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002630336,"about_ca_topic_score_gemma":0.0002286443,"domain_scores_codex":[0.9965949,0.0006185076,0.0003367945,0.0005149563,0.001357103,0.000577761],"domain_scores_gemma":[0.9961917,0.001526931,0.0001697432,0.0009482224,0.0008493108,0.0003140377],"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":[0.0005198231,0.002455765,0.0005541876,0.0009113813,0.0003036133,0.0007028721,0.004878941,0.0001199464,0.04448938,0.8933655,0.05025077,0.001447789],"study_design_scores_gemma":[0.001883557,0.001247905,0.005658688,0.0008894161,0.0001172266,0.00003720806,0.01382979,0.0008133628,0.07511237,0.8940965,0.005474632,0.0008393762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624405,0.00006226667,0.001765776,0.0009448837,0.00007710817,0.0004088989,0.00007022353,0.00005514238,0.03417521],"genre_scores_gemma":[0.9834492,0.00003820431,0.01250208,0.00002926253,0.00003896382,7.513066e-7,0.000006938604,0.00003873773,0.003895902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04477614,"threshold_uncertainty_score":0.999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409225243101222,"score_gpt":0.3761758284665627,"score_spread":0.2352533041564405,"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."}}