{"id":"W2169430079","doi":"10.4171/dm/440","title":"The perturbed Maxwell operator as pseudodifferential operator","year":2014,"lang":"en","type":"article","venue":"Documenta Mathematica","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; University of Toronto","funders":"","keywords":"Mathematics; Pseudodifferential operators; Operator (biology); Compact operator; Mathematical analysis; Algebra over a field; Pure mathematics; Computer science","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":[0.001791074,0.0004558302,0.0006032041,0.00006461342,0.0006507297,0.000539572,0.001098074,0.0001510772,0.002087852],"category_scores_gemma":[0.003341097,0.0002810227,0.0002358837,0.0002396382,0.0003063224,0.000252107,0.0004134419,0.0003916734,0.001386106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296491,"about_ca_system_score_gemma":0.00005831787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001489324,"about_ca_topic_score_gemma":0.00000284975,"domain_scores_codex":[0.9964815,0.0006340065,0.0008731131,0.0005318917,0.0007503001,0.0007292346],"domain_scores_gemma":[0.9949796,0.002984621,0.0002569732,0.00137098,0.000114335,0.0002934712],"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":[0.00004479847,0.0002786264,0.00003772669,0.0002035447,0.0001611279,0.000004992236,0.001043318,5.497306e-7,0.00540212,0.9671666,0.0210315,0.004625068],"study_design_scores_gemma":[0.0009320767,0.0001831795,0.00000509023,0.0001171187,0.0001373688,0.00005594628,0.0005600954,0.001894666,0.02070203,0.8810089,0.09389091,0.0005126474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5041464,0.0004103896,0.1520343,0.01456811,0.005539211,0.006535836,0.00004609996,0.00202857,0.3146911],"genre_scores_gemma":[0.4736402,0.0001336774,0.4909402,0.0030618,0.001008698,0.0009505211,0.00002076408,0.0003929092,0.02985125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3389059,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398463658922553,"score_gpt":0.3542894648218395,"score_spread":0.320304828232614,"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."}}