{"id":"W2274973198","doi":"10.2118/0315-035-twa","title":"A Young Professional’s Guide to Lucky No.7: A Tale of Oil in the Saudi Arabian Desert","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Desert (philosophy); Petroleum; Petroleum industry; Oil reserves; Oil field; Archaeology; Geography; Engineering; Geology; Petroleum engineering; Law; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165596,0.001320468,0.0005316812,0.001094428,0.006292454,0.004656679,0.000830669,0.002618291,0.0827978],"category_scores_gemma":[0.00328745,0.0005289564,0.0004865419,0.0005782631,0.001378504,0.003413778,0.00385229,0.003580371,0.07121765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520041,"about_ca_system_score_gemma":0.005143791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02207507,"about_ca_topic_score_gemma":0.07551315,"domain_scores_codex":[0.9992907,0.0001093245,0.00003675045,0.0000701282,0.0003253664,0.0001676308],"domain_scores_gemma":[0.9971281,0.0001917179,0.00008765182,0.00007493034,0.001101012,0.001416665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001184365,0.0000251466,0.0002196854,0.00007418304,0.000001135498,0.0002046163,0.001228407,0.0000346651,0.0002323409,0.001339469,0.9558544,0.04077406],"study_design_scores_gemma":[0.000002013459,0.0000134383,0.0001532368,0.00007438051,7.569499e-7,0.0002320171,0.001370664,0.0000155479,0.00004430747,0.0004385459,0.9976507,0.000004499515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01003818,0.1063546,0.01233752,0.191571,0.08677357,0.0008799731,0.002308066,0.003942032,0.5857951],"genre_scores_gemma":[0.00948289,0.01561715,0.004655648,0.02540991,0.002873407,0.0001092091,0.0004006906,0.000479715,0.9409714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0827978,"threshold_uncertainty_score":0.2769862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958942087091295,"score_gpt":0.2582973617134868,"score_spread":0.2187079408425738,"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."}}