{"id":"W4255457210","doi":"10.1007/978-3-030-59562-3_14","title":"Self-Consistent Approximations","year":2020,"lang":"en","type":"book-chapter","venue":"Universitext","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Approximations of π; Applied mathematics; Mathematics; Particle (ecology); Theme (computing); Schrödinger's cat; Schrödinger equation; Physics; Statistical physics; Mathematical physics; Mathematical analysis; Computer science; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001156895,0.0001307926,0.0001191727,0.00007685028,0.00003557054,0.00002067538,0.0001189357,0.00006396815,0.0001931524],"category_scores_gemma":[0.000001587767,0.0001550555,0.00007842865,0.00002767422,0.00001660447,0.00006356485,0.00004511417,0.0001921359,0.0009226165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048399,"about_ca_system_score_gemma":0.00001562588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.678107e-7,"about_ca_topic_score_gemma":6.598169e-7,"domain_scores_codex":[0.9995857,0.000001189377,0.00006491278,0.0001059412,0.0001166209,0.0001255724],"domain_scores_gemma":[0.9996904,0.00001612718,0.000009460642,0.0001429515,0.00002256684,0.0001184608],"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":[0.000004512287,0.0000153037,0.000001373268,0.0005417036,0.0006745176,0.0001436982,0.0006794782,0.01860607,0.0005556338,0.9066577,0.04592948,0.02619055],"study_design_scores_gemma":[0.0001313218,0.00001777091,0.000002779952,0.00004525416,0.0000470705,0.000001696365,0.00002139348,0.0837235,0.00006438779,0.01571864,0.8999511,0.0002750548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001026244,0.0002548475,0.0008792676,0.00008762765,0.00006928088,0.00009121354,0.00003713758,0.0005518163,0.9979262],"genre_scores_gemma":[0.6697841,0.001974839,0.01080309,0.0001509466,0.0007752361,0.000007454033,0.0003089619,0.0004604667,0.3157349],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8909391,"threshold_uncertainty_score":0.9998553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061232102515231,"score_gpt":0.1572993667548072,"score_spread":0.1466870457296549,"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."}}