{"id":"W2042786596","doi":"10.1306/12010303071","title":"Integration of geology, petrophysics, and reservoir engineering for characterization of carbonate reservoirs through Pickett plots","year":2004,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Petrophysics; Geology; Reservoir modeling; Carbonate; Petrology; Geochemistry; Petroleum engineering; Geotechnical engineering; Porosity","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":[0.0001233832,0.0001466506,0.0002899712,0.0001243386,0.00003043242,0.00001078705,0.0001129447,0.00009989448,0.00001578606],"category_scores_gemma":[0.00008374885,0.0001437168,0.00008075379,0.0002155217,0.0000577701,0.00009879734,0.0000302117,0.000104914,0.000003183097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003594699,"about_ca_system_score_gemma":0.00001395825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001418793,"about_ca_topic_score_gemma":0.00003052074,"domain_scores_codex":[0.9991459,0.0000175427,0.0003715149,0.0001617555,0.0001365784,0.0001666683],"domain_scores_gemma":[0.9995042,0.00004446557,0.00008866737,0.0002036376,0.0001197694,0.00003924447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004879764,0.00004720124,0.0001082907,0.0003373593,0.0001355041,0.000001581412,0.001444657,0.2586521,0.7354709,0.003433023,0.00009794787,0.0002226244],"study_design_scores_gemma":[0.003481151,0.0004926246,0.00744955,0.0004392446,0.0001964828,0.00000611455,0.0006002749,0.2660122,0.7002934,0.002755144,0.01745613,0.0008177311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500971,0.0001393908,0.04812634,0.0009265836,0.0001108014,0.0002171553,0.00002251268,0.00009209308,0.0002679962],"genre_scores_gemma":[0.9958357,0.0002784582,0.003546926,0.00002287353,0.00006113377,0.00004032949,0.0001159494,0.00003480796,0.0000638809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04573851,"threshold_uncertainty_score":0.5860603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186546233850882,"score_gpt":0.2127608874441786,"score_spread":0.2008954251056698,"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."}}