{"id":"W4238749663","doi":"10.1190/tle23040310.1","title":"sneak Previews","year":2004,"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":"","funders":"","keywords":"Clastic rock; Geology; Mode (computer interface); Seismology; Petroleum engineering; Geochemistry; Mineralogy; Computer science; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003063694,0.00006050836,0.0000760984,0.00002490058,0.0001425049,0.00003242634,0.000234161,0.0000203407,0.0003875396],"category_scores_gemma":[0.00003034294,0.00003460427,0.00003830068,0.0001055374,0.00006914012,0.0000904679,0.000006711569,0.0001066072,0.003286451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004175367,"about_ca_system_score_gemma":0.00001684333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007858609,"about_ca_topic_score_gemma":0.00002262537,"domain_scores_codex":[0.9995543,0.00003111774,0.00008302536,0.00009705267,0.00008491749,0.0001496234],"domain_scores_gemma":[0.9997127,0.00003970286,0.00002904633,0.0001776015,0.00000843511,0.00003249412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001075425,0.00001469674,0.01289848,0.0000293804,0.00001403887,0.000008824648,0.001495734,0.0005068035,0.0002227543,0.001721541,0.2577457,0.7253314],"study_design_scores_gemma":[0.0001157919,0.00004399991,0.003710316,0.00005512262,0.000009779761,0.00002543579,0.00005689861,0.0007018912,0.004852429,0.009668938,0.9806423,0.0001171549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2922941,0.009015581,0.005701163,0.03247887,0.00212415,0.0006477304,0.00001896093,0.001136798,0.6565827],"genre_scores_gemma":[0.9885013,0.0002400824,0.00128002,0.006358889,0.0001609567,7.850406e-7,0.00000879303,0.000002604578,0.00344657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7252142,"threshold_uncertainty_score":0.9974896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02878346091457648,"score_gpt":0.2450707677620235,"score_spread":0.216287306847447,"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."}}