{"id":"W2091484928","doi":"10.1190/2014-0306.2","title":"Reply to “Cooperative constrained inversion of multiple electromagnetic data sets” (Michael S. McMillan and Douglas W. Oldenburg, 2014, G <scp>eophysics</scp> , 79, no. 4, B173–B185)","year":2014,"lang":"en","type":"article","venue":"Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Inversion (geology); Geophysics; Geology; Geophysical prospecting; Seismology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004236086,0.0003960397,0.0006490778,0.00009892318,0.0002355806,0.00007804442,0.0006989228,0.0001153865,0.00008399724],"category_scores_gemma":[0.0009533998,0.000334848,0.0000992175,0.0005699592,0.000274977,0.0002856846,0.0001929641,0.0003511748,0.0008318548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006341764,"about_ca_system_score_gemma":0.00008599988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00372132,"about_ca_topic_score_gemma":0.0001965052,"domain_scores_codex":[0.9971267,0.0003345279,0.0004299071,0.0009000644,0.000470604,0.0007381774],"domain_scores_gemma":[0.9965817,0.001608513,0.0002005935,0.0009329835,0.0002460023,0.0004301718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004223202,0.0006021379,0.02537303,0.0004622445,0.0003965448,0.0000326124,0.00281884,0.001637933,0.07827383,0.001920651,0.07735258,0.8107073],"study_design_scores_gemma":[0.004824608,0.01107072,0.4964068,0.0001980776,0.0003910031,0.00002879839,0.0004317374,0.3047346,0.0190271,0.04920239,0.1122073,0.001476916],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930298,0.0002030351,0.001158936,0.0004396959,0.0004692471,0.0005299438,0.0004587201,0.00008597434,0.003624607],"genre_scores_gemma":[0.9866713,0.00007241531,0.009591493,0.001788236,0.0005711976,0.0000041112,0.0005922163,0.0000166386,0.0006924247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8092304,"threshold_uncertainty_score":0.9999461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381971130943064,"score_gpt":0.2272653416745195,"score_spread":0.2134456303650888,"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."}}