{"id":"W2000835431","doi":"10.1127/1864-5658/2015-62","title":"Geological uncertainty and geophysical inversion","year":2015,"lang":"en","type":"article","venue":"Geotectonic Research","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Geology; Geophysics; Inversion (geology); Seismology; Tectonics","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":[0.001787845,0.00008956742,0.0001636288,0.0001142171,0.0002421717,0.00006613241,0.0002322602,0.0001115683,0.0009388236],"category_scores_gemma":[0.0005588727,0.00005804313,0.00004448299,0.0004410133,0.0003315492,0.00007387869,0.00008055,0.0004929999,0.001345176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000833033,"about_ca_system_score_gemma":0.00007680729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01160944,"about_ca_topic_score_gemma":0.00070257,"domain_scores_codex":[0.9979774,0.0003732171,0.0001254407,0.0003636657,0.000629481,0.0005307951],"domain_scores_gemma":[0.9989709,0.0002678797,0.00001668314,0.0001945294,0.0001568879,0.0003930787],"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":[0.0003879079,0.000115144,0.3254924,0.00002924931,0.00006344168,0.0002000811,0.0005275633,0.3477132,0.00004659042,0.0009298103,0.008453411,0.3160412],"study_design_scores_gemma":[0.0003819007,0.0005470478,0.09377063,0.00000770398,0.000007333023,0.0000125401,0.0004340275,0.8715155,0.000008973238,0.02181682,0.01135115,0.0001463516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901199,0.0006350371,0.0001101548,0.002276156,0.00004901761,0.00007506541,0.000005280828,0.0000427631,0.006686613],"genre_scores_gemma":[0.9988121,0.0001006585,0.0001838844,0.00009993564,0.0001100755,0.000001070271,0.00003146298,0.000001361324,0.0006594527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5238023,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337492416423023,"score_gpt":0.3197773207748134,"score_spread":0.186028079132511,"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."}}