{"id":"W4235729037","doi":"10.1190/tle27091206.1","title":"Reviews","year":2008,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Series (stratigraphy); Library science; Humanities; Geology; Philosophy; Physics; Computer science; Paleontology","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":[0.000265725,0.00006894511,0.000107632,0.00002682835,0.00006789748,0.000007741551,0.0001297595,0.00002604396,0.0000291208],"category_scores_gemma":[0.00006005973,0.00004647988,0.00004278734,0.0001261862,0.0000180469,0.00004161903,0.000008824141,0.0001229647,0.0006049277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001722723,"about_ca_system_score_gemma":0.000002227351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.072388e-7,"about_ca_topic_score_gemma":2.085782e-7,"domain_scores_codex":[0.9996296,0.00003173994,0.0001096172,0.00005127348,0.00005409572,0.0001236516],"domain_scores_gemma":[0.9996603,0.00007827788,0.000007980816,0.0002183318,0.000006734348,0.00002834166],"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":[0.000001075951,0.000002800681,0.0002727348,0.00004196743,0.00001115418,0.000003928414,0.0008810365,0.9159532,0.002338546,0.0003575633,0.07326314,0.006872862],"study_design_scores_gemma":[0.0001008834,0.000004601349,0.000790181,0.00002115278,0.000004302602,0.00002060815,0.000003542151,0.1676694,0.001435484,0.0001033029,0.8297338,0.0001127455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5594344,0.01195559,0.3188972,0.000304495,0.001929757,0.0003324697,0.000001435215,0.001536455,0.1056082],"genre_scores_gemma":[0.9746091,0.001759082,0.01185194,0.00008565923,0.0004616686,0.0000202561,0.000001887514,0.00004146256,0.01116893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7564707,"threshold_uncertainty_score":0.7775324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07027614404869181,"score_gpt":0.2988061680286591,"score_spread":0.2285300239799672,"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."}}