{"id":"W2904395757","doi":"10.5539/mas.v13n1p45","title":"Theoretical Approach in Vp/Vs Prediction from Rock Conductivity in Gas Saturating Shaly Sand","year":2018,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Porosity; Electrical resistivity and conductivity; Oil shale; Water saturation; Saturation (graph theory); Mineralogy; Turbidite; Conductivity; Geotechnical engineering; Compaction; Amplitude versus offset; Texture (cosmology); Amplitude; Structural basin; Geomorphology; Chemistry; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000214798,0.0003087381,0.0001964874,0.0007043781,0.0002127356,0.000476344,0.0006486931,0.0006294426,0.001033079],"category_scores_gemma":[0.0009744011,0.0002188263,0.0003801459,0.0003443085,0.0006139574,0.0006995915,0.0003076633,0.0004203802,0.0002156722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006248876,"about_ca_system_score_gemma":0.0005251687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005539912,"about_ca_topic_score_gemma":0.002952663,"domain_scores_codex":[0.9998864,0.00002842155,0.000005783049,0.00002541137,0.00003826193,0.0000157006],"domain_scores_gemma":[0.9997841,0.0001327883,0.00002367834,0.00001187345,0.00004113452,0.000006468088],"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":[0.00003386357,0.00003402367,0.004681523,0.0001542807,0.0000163901,0.0005169311,0.0002178692,0.9228701,0.0174662,0.03484544,0.0006914168,0.01847201],"study_design_scores_gemma":[0.000001823218,0.000007284643,0.0005629346,0.000008372244,0.000002195707,0.00003648489,0.00002265264,0.9939136,0.001067918,0.00406707,0.0003043545,0.000005379705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2689428,0.001436499,0.7029495,0.0009486188,0.00006459891,0.00006760604,0.0002617025,0.0006732503,0.02465538],"genre_scores_gemma":[0.9835604,0.0006847443,0.01329268,0.00004100026,0.0000212845,0.00004312678,0.00006199523,0.00003666823,0.002257934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005539912,"threshold_uncertainty_score":0.01101536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476395805807554,"score_gpt":0.2162422986971465,"score_spread":0.201478340639071,"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."}}