{"id":"W3100894916","doi":"10.1007/s13202-020-01035-8","title":"Reservoir quality evaluation of the Farewell sandstone by integrating sedimentological and well log analysis in the Kupe South Field, Taranaki Basin-New Zealand","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Missouri University of Science and Technology","keywords":"Authigenic; Arenite; Geology; Diagenesis; Petrophysics; Porosity; Permeability (electromagnetism); Oil shale; Saturation (graph theory); Geochemistry; Well logging; Mineralogy; Geomorphology; Petrology; Sedimentary rock; Clastic rock; Geotechnical engineering; Petroleum engineering; Paleontology; Chemistry","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":[0.00156294,0.0001217931,0.0003349112,0.0003614271,0.00007274956,0.00003389497,0.0001780019,0.0001417716,0.00003922111],"category_scores_gemma":[0.0006013562,0.00007292169,0.00009389072,0.001341078,0.00008118871,0.0002226476,0.00002723298,0.0004317771,8.707754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057006,"about_ca_system_score_gemma":0.00003410222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003372194,"about_ca_topic_score_gemma":0.0001466109,"domain_scores_codex":[0.9982774,0.0003796849,0.0006377525,0.000172651,0.0004222174,0.0001103121],"domain_scores_gemma":[0.9991953,0.00005470295,0.0003384105,0.0001882959,0.0001740931,0.00004916521],"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":[0.0008018218,0.0004342328,0.2236037,0.0002518813,0.002267503,0.000009410726,0.0637319,0.5793409,0.0541817,0.001224282,0.03018013,0.04397251],"study_design_scores_gemma":[0.008869692,0.002276659,0.0307763,0.0001993059,0.005046728,0.0001157484,0.1405474,0.6548718,0.1165277,0.01486612,0.02464872,0.001253892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219537,0.001503424,0.008991473,0.06713491,0.0001293253,0.0001413786,0.000002180444,0.00002823334,0.0001153327],"genre_scores_gemma":[0.9990959,0.000439416,0.0001426637,0.0001702225,0.00008670922,0.0000076647,0.000005050181,0.000005758822,0.00004659266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1928274,"threshold_uncertainty_score":0.297366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100210051813642,"score_gpt":0.2764968704661456,"score_spread":0.2454947699480092,"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."}}