{"id":"W4243100277","doi":"10.1190/tle34050572.1","title":"Reviews","year":2015,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia; Research Manitoba","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Philosophy; Engineering physics; Art history; Engineering; Art; Petroleum engineering; Seismology","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":[],"category_scores_codex":[0.0007066636,0.0000467682,0.00007265794,0.00002087135,0.00006791341,0.00002588885,0.0001943579,0.00001574794,0.0002254835],"category_scores_gemma":[0.000082516,0.0000253332,0.00002517747,0.00009102633,0.00005069116,0.00007639646,0.000005970199,0.00008239492,0.00586433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002666259,"about_ca_system_score_gemma":0.00001307075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004958492,"about_ca_topic_score_gemma":0.000009032774,"domain_scores_codex":[0.9995957,0.00006493108,0.00007417917,0.00007238676,0.00007741952,0.0001153981],"domain_scores_gemma":[0.9997177,0.00003752943,0.00002741754,0.000153752,0.00001149193,0.00005212207],"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":[0.000002116308,0.000001008686,0.00542317,0.000001832683,9.565962e-7,8.001501e-7,0.0002959725,0.000006336006,0.000005408933,0.00004975084,0.8270888,0.1671239],"study_design_scores_gemma":[0.00003704627,0.00001963595,0.0006031283,0.00001215994,0.000003281752,0.000009086779,0.00005553694,0.002253083,0.0003157374,0.001706801,0.9949372,0.00004729774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05821473,0.01289513,0.001931142,0.01418154,0.002242294,0.000368834,0.000007246794,0.0005773115,0.9095818],"genre_scores_gemma":[0.9626638,0.0003323138,0.001713929,0.01323134,0.0004052783,0.000001119447,0.00001453241,0.000003422867,0.0216343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.904449,"threshold_uncertainty_score":0.9949097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08554151304044261,"score_gpt":0.2744992333659697,"score_spread":0.188957720325527,"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."}}