{"id":"W2605216367","doi":"10.1007/s11004-017-9683-0","title":"Smart Oil Fields and Mining Complexes","year":2017,"lang":"en","type":"article","venue":"Mathematical Geosciences","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Hydrogeology; Geology; Oil field; Mining engineering; Field (mathematics); Petroleum engineering; Geotechnical engineering; Mathematics","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":[0.0002957374,0.00007102087,0.000116641,0.0000287057,0.0002155183,0.0002242152,0.0002132399,0.00003583013,0.00007373668],"category_scores_gemma":[0.0003006454,0.00005586239,0.00001905923,0.00002975209,0.0001276471,0.0001432195,0.00004625817,0.00005455528,0.00001256071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003246704,"about_ca_system_score_gemma":0.000002886577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005105872,"about_ca_topic_score_gemma":0.000002560588,"domain_scores_codex":[0.9995131,0.000008092517,0.0001111393,0.00009468041,0.0001248414,0.0001481738],"domain_scores_gemma":[0.9995522,0.0001381988,0.00001582959,0.0002157669,0.000009403238,0.00006858457],"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":[0.00001503717,0.000157628,0.03304707,0.00364786,0.0001214234,0.00006048564,0.01221812,0.4735962,0.00800929,0.1378201,0.003932127,0.3273747],"study_design_scores_gemma":[0.0001005207,0.00001196544,0.006291839,0.00004773762,0.000003906161,0.00000579351,0.00009270773,0.9834523,0.000294611,0.007809463,0.001768959,0.0001201588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093611,0.0000764922,0.05520989,0.0001236284,0.0001850063,0.00001661409,9.91982e-7,0.0001173544,0.03490887],"genre_scores_gemma":[0.9260669,0.00001876736,0.07263575,0.00001053097,0.00003285454,0.00000437957,1.795323e-7,0.00000587844,0.001224753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5098562,"threshold_uncertainty_score":0.2278002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311088860899664,"score_gpt":0.3047321905299729,"score_spread":0.2616213019209762,"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."}}