{"id":"W2070156745","doi":"10.1007/s10714-014-1682-6","title":"Analytic approximations, perturbation theory, effective field theory methods and their applications","year":2014,"lang":"en","type":"article","venue":"General Relativity and Gravitation","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Physics; Einstein; Perturbation theory (quantum mechanics); Session (web analytics); Applied mathematics; Theoretical physics; Mathematical physics; Classical mechanics; Quantum mechanics; Mathematics; Computer science","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":[0.001734705,0.0001244786,0.0001426234,0.00007462334,0.0003324133,0.00007131532,0.00004990139,0.00007355573,0.00002492963],"category_scores_gemma":[0.0002539246,0.00009582978,0.00003718265,0.0001609591,0.00006845652,0.0002271068,0.000009023985,0.000123858,0.00001175032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003727338,"about_ca_system_score_gemma":0.00000865274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007881949,"about_ca_topic_score_gemma":0.00006893207,"domain_scores_codex":[0.9985805,0.0008000367,0.0001334165,0.0002527429,0.00010183,0.0001314361],"domain_scores_gemma":[0.9982805,0.001377751,0.000085899,0.0001309943,0.00005315622,0.0000717534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002587703,0.00001480485,0.01007879,0.00002216519,0.00002838598,4.302203e-8,0.000674958,0.0002078538,0.0005243947,0.1386819,0.00001302917,0.8497277],"study_design_scores_gemma":[0.0001542371,0.0001024795,0.2386515,0.000006989554,0.00002958792,0.000001420915,0.00007845584,0.02608687,0.000366864,0.7339208,0.0004975916,0.0001032595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2055271,0.0004382507,0.7899129,0.0002994604,0.00007621197,0.0005061098,0.0000271638,0.00002710382,0.003185667],"genre_scores_gemma":[0.9902812,0.0000218249,0.008767192,0.0002240818,0.00007125212,0.00002212807,0.00014386,0.000003225856,0.0004651927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8496245,"threshold_uncertainty_score":0.3907825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147396037566278,"score_gpt":0.2629756500041183,"score_spread":0.2515016896284555,"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."}}