{"id":"W4366783150","doi":"10.1029/2022gc010807","title":"Manufacturing an Exact Solution for 2D Thermochemical Mantle Convection Models","year":2023,"lang":"en","type":"article","venue":"Geochemistry Geophysics Geosystems","topic":"High-pressure geophysics and materials","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mantle convection; Fortran; Python (programming language); Convection–diffusion equation; Convection; Mantle (geology); Advection; Exact solutions in general relativity; Correctness; Stream function; Mechanics; Thermodynamics; Computer science; Geology; Geophysics; Mathematical analysis; Algorithm; Mathematics; Physics; Lithosphere","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":[0.0005500537,0.000494116,0.0006617369,0.0005322782,0.0005351757,0.001050347,0.0007772009,0.00128666,0.00358574],"category_scores_gemma":[0.002304971,0.0004559865,0.0006817235,0.0003346488,0.0007445929,0.0007229825,0.001250581,0.0007919902,0.0006270805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242027,"about_ca_system_score_gemma":0.001193741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004782604,"about_ca_topic_score_gemma":0.004341384,"domain_scores_codex":[0.9997348,0.00004518206,0.0000178186,0.00002951543,0.0001403966,0.00003218115],"domain_scores_gemma":[0.9993425,0.0003001487,0.00005720348,0.0001118567,0.0001589646,0.00002937904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001256513,0.00002287103,0.000436458,0.00005335061,0.000009666035,0.00008206913,0.00005522033,0.9663471,0.003109857,0.01782803,0.000539753,0.01150311],"study_design_scores_gemma":[0.000005708161,0.000006343179,0.00003743495,0.000003515788,0.000001088853,0.00001095575,0.000006030296,0.996101,0.0005920273,0.002374531,0.0008588707,0.000002404304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07467029,0.0001955175,0.9050056,0.0003247623,0.0001224187,0.0001367435,0.0004278881,0.0008991619,0.01821768],"genre_scores_gemma":[0.4658678,0.0002182164,0.5236945,0.0001824339,0.00006695911,0.0003436264,0.0005342442,0.0004582384,0.008633849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004782604,"threshold_uncertainty_score":0.01199543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320959596946288,"score_gpt":0.2255583413622906,"score_spread":0.2023487453928277,"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."}}