{"id":"W2029630573","doi":"10.1007/s00024-006-0111-5","title":"Elasticity, Yielding and Episodicity in Simple Models of Mantle Convection","year":2006,"lang":"en","type":"article","venue":"Pure and Applied Geophysics","topic":"High-pressure geophysics and materials","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"State Government of Victoria; Australian Government; Ontario Ministry of Natural Resources and Forestry","keywords":"Plasticity; Elasticity (physics); Mantle convection; Creep; Constitutive equation; Geology; Finite element method; Linear elasticity; Convection; Mantle (geology); Mechanics; Statistical physics; Computer science; Subduction; Applied mathematics; Econometrics; Mathematics; Physics; Geophysics; Thermodynamics; Seismology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00008761556,0.00009678216,0.000200431,0.00003152025,0.00006159174,0.00003117295,0.00004492529,0.00004984767,0.00003464736],"category_scores_gemma":[0.000001570834,0.00008595102,0.0000147559,0.00009253544,0.00005650554,0.0001021636,0.00001756612,0.00005916283,0.000005558912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.736011e-7,"about_ca_system_score_gemma":0.000009260298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004283566,"about_ca_topic_score_gemma":0.0007667025,"domain_scores_codex":[0.9994005,0.00001197204,0.0001578421,0.0001717807,0.00009646329,0.0001614593],"domain_scores_gemma":[0.9997597,0.00006173729,0.00006414553,0.00006924797,0.00001264516,0.00003254654],"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":[0.0004952631,0.0004157395,0.2174925,0.001154587,0.0001092821,0.00002053414,0.00195722,0.1386134,0.1371225,0.4272669,0.0009691499,0.0743829],"study_design_scores_gemma":[0.0006477843,0.00008345924,0.4289856,0.00002406735,0.00003993028,0.000002441862,0.00008475354,0.01293344,0.01386025,0.5425816,0.0004460771,0.0003106168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938045,0.00008316953,0.0005316687,0.0000190209,0.00005274278,0.0001180164,0.0000574293,0.00001218838,0.005321243],"genre_scores_gemma":[0.9996502,0.00003438442,0.0001064711,0.0000254808,0.0001127894,0.00000170011,0.00004681769,0.000002772011,0.0000193696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2114931,"threshold_uncertainty_score":0.6475499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007973143194061217,"score_gpt":0.1792393645120994,"score_spread":0.1712662213180382,"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."}}