{"id":"W3209411141","doi":"10.24833/2071-8160-2021-5-80-149-166","title":"Defining Major Oil and Gas Companies’ Development Strategies in the Era of Energy Transition","year":2021,"lang":"en","type":"article","venue":"MGIMO Review of International Relations","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Fossil fuel; Renewable energy; China; Scale (ratio); Sustainable development; Petroleum industry; Economic growth; Economics; Geography; Political science; Environmental science; 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":[0.0004171508,0.00007227755,0.0001695437,0.00005162453,0.00005535821,0.00001831634,0.0001438297,0.00003897472,0.0004096379],"category_scores_gemma":[0.0003250132,0.00005734074,0.0000589355,0.0002790086,0.00007130446,0.0001280332,0.00003494643,0.0001324447,0.000004285419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000601964,"about_ca_system_score_gemma":0.0002856852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005835112,"about_ca_topic_score_gemma":0.00122377,"domain_scores_codex":[0.9988295,0.0001863745,0.000438631,0.0001247681,0.0003246079,0.00009616189],"domain_scores_gemma":[0.9991281,0.0002461214,0.00008260699,0.0001261929,0.0003967748,0.00002022462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001003314,0.00009018699,0.0002434514,0.0005840759,0.00004879268,0.00000724115,0.0006432529,0.002740134,0.00004504266,0.9488942,0.0001137454,0.04657983],"study_design_scores_gemma":[0.002553017,0.0001508352,0.06664257,0.0200149,0.0001637809,0.0002049931,0.01400737,0.006272346,0.002283517,0.1699534,0.7170265,0.0007267363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2496271,0.1479602,0.003473833,0.04489362,0.0002151973,0.0001474169,0.00005097584,0.00003276671,0.5535989],"genre_scores_gemma":[0.9809064,0.01612427,0.0016859,0.0004439197,0.00001294755,0.00003861968,0.0001707434,0.000005442931,0.0006117771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7789408,"threshold_uncertainty_score":0.4485248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405978427642834,"score_gpt":0.2921646994015322,"score_spread":0.2781049151251039,"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."}}