{"id":"W4387682445","doi":"10.1090/gsm/237","title":"Topics in Spectral Geometry","year":2023,"lang":"en","type":"book","venue":"Graduate studies in mathematics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Geometry; Geology; Physics; Computer science; Mathematics","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":[0.0004557471,0.001060041,0.0006292225,0.001961617,0.001395482,0.003082677,0.0005950581,0.0006651062,0.04849984],"category_scores_gemma":[0.001471552,0.0003000497,0.000641791,0.002544355,0.002147526,0.00525223,0.001651064,0.00199552,0.01849072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617446,"about_ca_system_score_gemma":0.001006066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009431504,"about_ca_topic_score_gemma":0.001183057,"domain_scores_codex":[0.99944,0.0001251328,0.00002186714,0.000101557,0.0002502481,0.00006116904],"domain_scores_gemma":[0.9995151,0.0001914578,0.00002628673,0.00006472509,0.0001382096,0.00006419996],"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":[0.000008553629,0.00001332376,0.00006730505,0.0001740145,0.000006438884,0.00005224046,0.0004688511,0.0003451535,0.0007202696,0.7789941,0.1711083,0.0480414],"study_design_scores_gemma":[0.000002370009,0.00001067665,0.0001935262,0.0001045169,0.0000026968,0.0001697305,0.000168681,0.0003842583,0.0001422501,0.2342775,0.7645375,0.000006368135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002905675,0.04960283,0.02162028,0.006284436,0.005461757,0.00003625874,0.0004348257,0.0004244288,0.9132293],"genre_scores_gemma":[0.07877661,0.06027608,0.02123148,0.005310256,0.01223299,0.0001324932,0.001183532,0.00100603,0.8198506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04849984,"threshold_uncertainty_score":0.1622482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09309798829660665,"score_gpt":0.3348083577799946,"score_spread":0.2417103694833879,"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."}}