{"id":"W2034251394","doi":"10.1190/tle33020130.1","title":"Introduction to this special section: 4D","year":2014,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Construction Association","funders":"","keywords":"Pace; Section (typography); Special section; Geology; Petroleum industry; Environmental science; Computer science; Geodesy; Engineering; Paleontology; Engineering physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004576244,0.000082191,0.00009210647,0.00006474575,0.00009705468,0.00005603339,0.0001144373,0.00004329055,0.0002977479],"category_scores_gemma":[0.0001208474,0.00006600877,0.00002848271,0.0002031809,0.00001232898,0.00005960558,0.00001380356,0.0001648904,0.0005741043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005058133,"about_ca_system_score_gemma":0.000002556626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002299435,"about_ca_topic_score_gemma":0.000002313762,"domain_scores_codex":[0.9995124,0.00004299713,0.0001022887,0.0001009741,0.0000946412,0.0001467178],"domain_scores_gemma":[0.9995987,0.00008507906,0.000008092926,0.0002450809,0.00001769041,0.00004532838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002769489,0.000001411226,0.0000148414,0.000009300713,0.000006579759,9.838784e-8,0.0003393182,0.8273584,0.002080085,0.00120294,0.1626359,0.00634834],"study_design_scores_gemma":[0.00007203563,0.00001366772,0.0001890929,0.00000458928,0.000004466941,0.000003392172,0.000006814242,0.1655546,0.002668875,0.0001281018,0.8312694,0.000084985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1673907,0.00004274472,0.7488723,0.00265613,0.01671223,0.0001517136,0.000001033058,0.0009047815,0.06326836],"genre_scores_gemma":[0.7495266,0.00001413281,0.02244618,0.0002246027,0.2035248,0.00003080822,0.000008497213,0.0001022011,0.02412216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7264262,"threshold_uncertainty_score":0.737914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528818406423674,"score_gpt":0.256649034270775,"score_spread":0.2413608502065383,"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."}}