{"id":"W4225827737","doi":"10.5206/mt.v2i2.14467","title":"Algorithmic study of the algebraic parameter estimation problem for a class of perturbations","year":2023,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Algebraic number; Maple; Class (philosophy); Applied mathematics; Ordinary differential equation; Perturbation (astronomy); Differential equation; Algebraic equation; Constant (computer programming); Set (abstract data type); Pure mathematics; Mathematical analysis; Computer science; Nonlinear system; Physics; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002856655,0.0001122852,0.0002458433,0.0001521155,0.0001990425,0.00001127063,0.0001892993,0.00005663389,0.00006983203],"category_scores_gemma":[0.0003744067,0.00008449864,0.0002033393,0.0008655971,0.00006538341,0.00007711594,0.000009814045,0.0001127999,0.000004563705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003011976,"about_ca_system_score_gemma":0.00004128784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006222066,"about_ca_topic_score_gemma":0.0001365109,"domain_scores_codex":[0.9987755,0.0001566166,0.0004845485,0.0001659841,0.0002572137,0.0001601331],"domain_scores_gemma":[0.9975491,0.001698844,0.0001954568,0.00038356,0.0001402941,0.00003281388],"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":[0.0003359595,0.02158023,0.001400998,0.003892483,0.003580895,0.00000146418,0.08519704,0.06208785,0.05878101,0.1668199,0.002752231,0.5935699],"study_design_scores_gemma":[0.00134142,0.0004419624,0.003998764,0.00005671143,0.0006577474,0.000001614911,0.002097611,0.1465075,0.00383008,0.8406976,0.0001852392,0.0001837868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1655049,0.000002030021,0.8319405,0.0004824253,0.000154989,0.001678263,0.0001086058,0.00008830927,0.0000399255],"genre_scores_gemma":[0.7723069,0.000001069768,0.2262188,0.000006945885,0.0000118691,0.0007475286,0.000009780253,0.00002619456,0.0006708958],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6738777,"threshold_uncertainty_score":0.3445754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0852408553731765,"score_gpt":0.3598050509067939,"score_spread":0.2745641955336174,"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."}}