{"id":"W1995239336","doi":"10.1103/physrevlett.110.121301","title":"Shape from Sound: Toward New Tools for Quantum Gravity","year":2013,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Differential geometry; Spectral geometry; Euclidean geometry; Signature (topology); Differential (mechanical device); Metric (unit); Physics; Gauge theory; Riemannian geometry; Theoretical physics; Degrees of freedom (physics and chemistry); General relativity; Geometry; Intersection (aeronautics); Bridging (networking); Computer science; Mathematics; 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":[],"consensus_categories":[],"category_scores_codex":[0.000115383,0.0001771936,0.00035255,0.00003629845,0.00006180691,0.0004019018,0.0008778658,0.00001226677,0.00002354029],"category_scores_gemma":[0.00004833402,0.0001487724,0.0002687225,0.000285994,0.00002806433,0.0007689502,0.0002067882,0.00009897882,0.00008934594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001886737,"about_ca_system_score_gemma":0.00002434664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001383165,"about_ca_topic_score_gemma":9.798096e-7,"domain_scores_codex":[0.998787,0.00005662718,0.0002534526,0.0004269188,0.000229563,0.0002463816],"domain_scores_gemma":[0.9988411,0.000301421,0.0001167694,0.0005200069,0.00007555422,0.0001451213],"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":[0.000001447587,0.0001329301,0.00008534539,0.0003692992,0.00004263689,0.000001301237,0.0003867452,0.000002028322,0.002268352,0.5984831,0.2029189,0.1953079],"study_design_scores_gemma":[0.0003074107,0.0001416314,0.001942523,0.0007698062,0.00004435826,0.000001306856,0.000002261176,0.3844138,0.0007164811,0.5282418,0.08276556,0.0006531391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02292692,0.00133034,0.9598253,0.0147291,0.0001509231,0.0007527727,0.000005057605,0.0002665301,0.00001300554],"genre_scores_gemma":[0.8053939,0.002584688,0.05493002,0.1355296,0.0009476136,0.0004958062,0.00006537203,0.00004074024,0.00001226748],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9048953,"threshold_uncertainty_score":0.6066764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06136776040643808,"score_gpt":0.3407116632415595,"score_spread":0.2793439028351214,"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."}}