{"id":"W2331444101","doi":"10.4133/sageep.28-020","title":"Engineering Geophysics (John Nicholl Memorial Session)","year":2015,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2015","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Computer science; Engineering; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0002459223,0.0001752709,0.0001861273,0.00004842348,0.00006192365,0.00002585746,0.000207203,0.0000559074,0.00001843353],"category_scores_gemma":[0.00001358746,0.0001265613,0.00005445812,0.0001631278,0.00002830129,0.00007815339,0.00003841666,0.0001424582,0.0002696492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001140505,"about_ca_system_score_gemma":0.000007540421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003497397,"about_ca_topic_score_gemma":0.000005427759,"domain_scores_codex":[0.999016,0.00001698442,0.0002053834,0.0002717415,0.0002827495,0.0002071614],"domain_scores_gemma":[0.9993664,0.00007100194,0.00006788251,0.0002919752,0.00001209603,0.0001906287],"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":[0.00001380133,0.00003499222,0.0007574746,0.00001411086,0.00002248903,2.125536e-7,0.0001937279,0.9873116,0.007331878,0.0002968922,0.000206094,0.003816704],"study_design_scores_gemma":[0.0004314039,0.0003375116,0.008579997,0.0000448814,0.00005963136,0.000002531371,0.000206026,0.9716104,0.00163769,0.00129308,0.01533446,0.0004623653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826853,0.0001544577,0.01385161,0.001670743,0.0002676272,0.0004396089,0.00008354668,0.00009163787,0.0007555343],"genre_scores_gemma":[0.9989543,0.00003344231,0.0005189089,0.0001031031,0.0001825664,0.0000159892,0.00008610137,0.000008648732,0.00009694113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01626906,"threshold_uncertainty_score":0.5161021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008846161758560171,"score_gpt":0.1788354970046425,"score_spread":0.1699893352460824,"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."}}