{"id":"W2132567777","doi":"10.5402/2011/248615","title":"Universality and Constant Scalar Curvature Invariants","year":2011,"lang":"en","type":"article","venue":"ISRN Geometry","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Universality (dynamical systems); Spacetime; Curvature; Scalar curvature; Mathematical physics; Scalar (mathematics); Physics; Quantum; Theoretical physics; Constant (computer programming); Quantum gravity; Metric (unit); Classical mechanics; Mathematics; Quantum mechanics; Geometry; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00009563905,0.0001115371,0.0001429563,0.00003344342,0.00006895368,0.00002177075,0.0001047752,0.00004619056,0.0008267959],"category_scores_gemma":[0.000003874164,0.00009747149,0.00004662035,0.0001938296,0.0001979978,0.0001052675,0.00009395288,0.0001844181,0.00006514679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006340527,"about_ca_system_score_gemma":0.00002060078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174349,"about_ca_topic_score_gemma":0.000001338689,"domain_scores_codex":[0.9993919,0.00002707228,0.0001007925,0.0001898091,0.00008314348,0.0002073432],"domain_scores_gemma":[0.9995841,0.00003043271,0.00004083982,0.0001959243,0.00003540366,0.0001132812],"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":[0.00001222223,0.00007640536,0.06467432,0.000005887201,0.00004503876,0.000002424097,0.0001316489,1.065572e-7,0.00003820871,0.9305558,0.0001695772,0.004288382],"study_design_scores_gemma":[0.0004544429,0.00003767496,0.03959398,0.00001873538,0.000044361,9.880896e-7,0.0005616824,0.0000303144,0.001427642,0.9560825,0.001536151,0.0002115699],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7907526,0.00005363064,0.00731276,0.00006929518,0.0001200944,0.0000961488,0.00008862563,0.0000316779,0.2014752],"genre_scores_gemma":[0.9992965,0.000002830933,0.000354075,0.00008481178,0.00009373327,0.000001147443,0.00001068334,0.00001088323,0.0001452663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.208544,"threshold_uncertainty_score":0.9052835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271448012388844,"score_gpt":0.2085265963813673,"score_spread":0.1958121162574789,"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."}}