{"id":"W2971480620","doi":"10.1190/tle38090720.1","title":"Integrated imaging: A powerful but undervalued tool","year":2019,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Toolbox; Presentation (obstetrics); Computer science; Data science; Value (mathematics); Medicine","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":[0.0003690792,0.0001183761,0.0001632302,0.00003559103,0.00008704251,0.00007115176,0.0003121014,0.00003351172,0.0018309],"category_scores_gemma":[0.0001130743,0.00006528776,0.00007277181,0.0003804087,0.0000612176,0.0001019011,0.00001333503,0.0002634042,0.01395946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004846227,"about_ca_system_score_gemma":0.00002947933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005878467,"about_ca_topic_score_gemma":0.00003141545,"domain_scores_codex":[0.9990093,0.0001618071,0.0001261375,0.0002044097,0.0001614825,0.0003368872],"domain_scores_gemma":[0.9991851,0.0004523793,0.00003822877,0.0002339833,0.00002782808,0.00006243691],"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":[0.0001041233,0.00003840209,0.1041993,0.00002254366,0.00003790179,0.0000122418,0.0003927705,0.0004226109,0.002883163,0.001833269,0.009263202,0.8807904],"study_design_scores_gemma":[0.0007012211,0.0003513194,0.6996736,0.00005064366,0.00005120328,0.00003970301,0.0002935669,0.09687128,0.002799676,0.0481471,0.150375,0.0006456943],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481046,0.0002189283,0.0006765219,0.001914944,0.0006387148,0.0001754551,0.00000858487,0.00009444583,0.0481678],"genre_scores_gemma":[0.9811829,0.000003862237,0.0006050558,0.001112576,0.0001295723,4.16967e-7,0.00001370501,0.000003666958,0.01694829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8801447,"threshold_uncertainty_score":0.9990816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956524069496959,"score_gpt":0.2452370084538843,"score_spread":0.2256717677589147,"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."}}