{"id":"W6931314854","doi":"10.5281/zenodo.4452250","title":"Example scripts for ensemble Kalman inversion of geophysical data","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bone and Dental Protein Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Inversion (geology); Kalman filter; Scripting language; Inverse theory; MATLAB; Electrical resistivity and conductivity; Data assimilation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006431496,0.001683752,0.0007254612,0.0009878615,0.0004504375,0.001280123,0.00163537,0.001028387,0.3072446],"category_scores_gemma":[0.006663532,0.0007943163,0.0007422779,0.001118863,0.0002531231,0.001103337,0.0009604617,0.001124403,0.1312817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006099592,"about_ca_system_score_gemma":0.0008506812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00630349,"about_ca_topic_score_gemma":0.008078424,"domain_scores_codex":[0.9995079,0.00007583699,0.00006912403,0.0001152675,0.0001801461,0.00005177086],"domain_scores_gemma":[0.9979925,0.0009929944,0.0001125123,0.0001920149,0.0006259119,0.00008409373],"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":[0.000366988,0.0001192608,0.002034199,0.0009988039,0.0001526937,0.000557631,0.0002285985,0.03742176,0.006089682,0.009493537,0.8050671,0.1374697],"study_design_scores_gemma":[0.0007125368,0.00007818259,0.003645133,0.0003788806,0.000106768,0.0006728172,0.0001460596,0.3102882,0.02890066,0.03216755,0.6227141,0.0001890191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002957226,0.0002424498,0.5611973,0.0003568607,0.0003452225,0.0003360091,0.09133453,0.318445,0.02478539],"genre_scores_gemma":[0.0636709,0.0005541182,0.5072561,0.001028177,0.0002899096,0.002698882,0.1507556,0.1984113,0.07533507],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.3072446,"threshold_uncertainty_score":0.9881315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114457066263538,"score_gpt":0.2962683779779039,"score_spread":0.1818113117143659,"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."}}