{"id":"W3100725361","doi":"10.1090/conm/630","title":"Geometric and Spectral Analysis","year":2014,"lang":"en","type":"book","venue":"Contemporary mathematics - American Mathematical Society","topic":"Geometry and complex manifolds","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Einstein; Algebraic number; Differential (mechanical device); Mathematics; Differential geometry; Theoretical physics; Pure mathematics; Mathematical analysis; Physics; Mathematical physics","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":[0.000355565,0.0008045089,0.0004670041,0.001946629,0.000922413,0.00216886,0.0005413967,0.000529742,0.01754718],"category_scores_gemma":[0.0009144934,0.000182833,0.0003282746,0.001385977,0.002360161,0.002710037,0.001173347,0.001694093,0.006134672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576213,"about_ca_system_score_gemma":0.0005918813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335664,"about_ca_topic_score_gemma":0.001328497,"domain_scores_codex":[0.9996878,0.00006042688,0.000009215189,0.00006138589,0.0001600911,0.00002113981],"domain_scores_gemma":[0.9997948,0.00005326352,0.00001567769,0.00003690157,0.00007601475,0.00002327723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002541811,0.000005827483,0.00004811801,0.00005709792,0.00000456713,0.00001644928,0.0001082056,0.0004220289,0.0003828239,0.937215,0.03571805,0.02601928],"study_design_scores_gemma":[0.00000132533,0.00000571595,0.0003376935,0.00004354073,0.000002788373,0.00009699323,0.00006883986,0.0007560104,0.0001215112,0.7395089,0.2590513,0.000005343559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005657656,0.05701499,0.03784779,0.004848909,0.002041894,0.00002950739,0.000385887,0.0002692225,0.8919041],"genre_scores_gemma":[0.1922808,0.07089653,0.0341188,0.002799315,0.00628379,0.0001047966,0.001056422,0.0006328226,0.6918267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01754718,"threshold_uncertainty_score":0.0587011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240141356436465,"score_gpt":0.2926002005332313,"score_spread":0.2401987869688666,"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."}}