{"id":"W1972495507","doi":"10.2118/0912-0016-jpt","title":"How Technology Is Radically Reshaping Supply, Demand, and the Energy of Geopolitics","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Consumption (sociology); Energy independence; Business; Energy supply; Carbon footprint; Energy (signal processing); Commerce; Computer security; Environmental economics; Marketing; Economics; Computer science; Engineering; Greenhouse gas; Renewable energy; Sociology; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001131546,0.0001946657,0.0006431823,0.001000909,0.0001507597,0.00003036198,0.0007480906,0.0006058252,0.00004788746],"category_scores_gemma":[0.001396714,0.0001290611,0.0001743315,0.0006910858,0.002438085,0.0002007346,0.0003637583,0.0007842504,0.000001579593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195718,"about_ca_system_score_gemma":0.0001442428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660968,"about_ca_topic_score_gemma":0.00005570773,"domain_scores_codex":[0.99787,0.0001884615,0.0006129565,0.0001647839,0.0004072476,0.0007565612],"domain_scores_gemma":[0.998179,0.0002431324,0.0004451612,0.0004799034,0.0005022075,0.0001505918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002502686,0.0001042298,0.01110361,0.0000359724,0.0001783427,0.00002878095,0.00009223206,0.00004034991,0.001014017,0.9719501,0.0004207005,0.0147814],"study_design_scores_gemma":[0.003850267,0.0006435314,0.0005441293,0.00006544739,0.0001239581,0.001951016,0.004235444,0.0004078993,0.03041877,0.701619,0.2559068,0.0002337066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063413,0.01999064,0.002291918,0.06863873,0.0002443052,0.00006787387,0.000005325786,0.00006858628,0.002351382],"genre_scores_gemma":[0.9970089,0.0008166165,0.000840894,0.0003217797,0.0001598337,0.000008726269,5.976567e-7,0.00001973614,0.0008229177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2703311,"threshold_uncertainty_score":0.8983228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007754331972778541,"score_gpt":0.2433116595968852,"score_spread":0.2355573276241067,"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."}}