{"id":"W4389722476","doi":"10.1190/image2023-3910791.1","title":"Joint inversions with the SimPEG framework","year":2023,"lang":"en","type":"article","venue":"","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Joint (building); Computer science; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.00006627799,0.00003537446,0.00002457619,0.000009859402,0.000173847,0.00001630614,0.00006912243,0.00001969813,0.02681414],"category_scores_gemma":[0.00002696216,0.00001735198,0.00001627684,0.0002704039,0.00008805191,0.00005636462,0.00006347609,0.00009272159,0.009086831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001864583,"about_ca_system_score_gemma":0.00000374114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611097,"about_ca_topic_score_gemma":0.0004547088,"domain_scores_codex":[0.9996731,0.00001509778,0.00003957962,0.00008260863,0.00009681599,0.00009279709],"domain_scores_gemma":[0.9997657,0.00006434117,0.00001249973,0.0001262218,0.000002636972,0.00002862184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007926485,0.0000303084,0.01061224,7.550109e-7,0.000009629191,0.00001400213,0.0009968549,0.006359551,0.001233149,0.02748767,0.9508318,0.002416123],"study_design_scores_gemma":[0.0001122161,0.000114365,0.228561,0.000007382657,0.000009517804,0.00001749007,0.003627563,0.005157274,0.0008137307,0.0107085,0.7507063,0.0001645791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3774167,9.287373e-7,0.004763034,0.08998527,0.0001438661,0.0001658737,0.000001240055,0.0002839206,0.5272392],"genre_scores_gemma":[0.9686413,0.000003252891,0.0005316813,0.003142536,0.00001477244,0.00001031883,0.000001935204,0.000002026472,0.02765221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5912246,"threshold_uncertainty_score":0.9916847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216320676217085,"score_gpt":0.2430562208947379,"score_spread":0.2214241532730294,"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."}}