{"id":"W4310579460","doi":"10.3390/math10234537","title":"Estimation of Critical Collapse Solutions to Black Holes with Nonlinear Statistical Models","year":2022,"lang":"en","type":"article","venue":"Mathematics","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Parametric statistics; Nonparametric statistics; Applied mathematics; Mathematics; Nonparametric regression; Polynomial; Spacetime; Kernel (algebra); Metric (unit); Gravitational collapse; Statistical physics; Physics; Mathematical analysis; Classical mechanics; Statistics; Pure mathematics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001342107,0.000643754,0.0004569828,0.001369295,0.000333763,0.000640111,0.000879649,0.0009008328,0.0005605221],"category_scores_gemma":[0.01102977,0.0003504296,0.0004752976,0.0003856841,0.000948431,0.001305942,0.001118362,0.0007143428,0.00008918513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006755788,"about_ca_system_score_gemma":0.0006276431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003483062,"about_ca_topic_score_gemma":0.001693859,"domain_scores_codex":[0.9997947,0.00009346433,0.000009078778,0.00003746827,0.00003542475,0.00002995339],"domain_scores_gemma":[0.9974171,0.0014048,0.000583782,0.000149904,0.0002689581,0.000175483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001686494,0.00007814225,0.01715841,0.0001553114,0.00008310271,0.0003035553,0.0001722748,0.8712845,0.009845129,0.08691495,0.0005758627,0.01326012],"study_design_scores_gemma":[0.000002134701,0.000005721718,0.0005116197,0.000002254891,0.000002220491,0.000009303754,0.000008638977,0.9950628,0.0004669359,0.003888873,0.00003440094,0.00000513284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6762259,0.0001825546,0.3218167,0.0002210758,0.00001570299,0.00004261235,0.0001039639,0.0002402416,0.001151264],"genre_scores_gemma":[0.9830173,0.00008521075,0.0161642,0.00001761071,0.00001336191,0.00002126212,0.0001363769,0.00002948109,0.000515241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003483062,"threshold_uncertainty_score":0.007097781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812040067524089,"score_gpt":0.2704577321497986,"score_spread":0.2523373314745577,"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."}}