{"id":"W4393407728","doi":"10.18599/grs.2024.1.6","title":"Comparative Analysis of Approaches to the Formation of an Institutional Framework for the Development of a Changing Resource Base for Hydrocarbon Production (on the Example of High-viscosity Oils in Alberta (Canada) and the Republic of Tatarstan (Russia))","year":2024,"lang":"en","type":"article","venue":"Georesursy","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Production (economics); Base (topology); Petroleum engineering; Environmental resource management; Engineering; Environmental science; Computer science; Economics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003156085,0.0002644039,0.0002438856,0.003958549,0.003296634,0.006888238,0.00120815,0.0008478004,0.004198895],"category_scores_gemma":[0.00210073,0.0001097704,0.0003792773,0.004283241,0.009586661,0.001789047,0.002805021,0.0007529186,0.0001502247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03539537,"about_ca_system_score_gemma":0.01431673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1212911,"about_ca_topic_score_gemma":0.2265895,"domain_scores_codex":[0.9969354,0.001713952,0.00005538386,0.0001878906,0.0004348102,0.0006725331],"domain_scores_gemma":[0.9989034,0.0003813313,0.000159076,0.0000646261,0.0002878162,0.0002037032],"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":[0.0001084717,0.0000574685,0.009667417,0.0001802955,0.00006251576,0.0005631272,0.02353121,0.002466882,0.0005936515,0.9395664,0.0005958166,0.02260666],"study_design_scores_gemma":[0.00009835817,0.0003870015,0.2268729,0.0011159,0.0002433269,0.0005399368,0.4110751,0.007554902,0.002122183,0.1567108,0.1931927,0.00008698384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.583325,0.005496598,0.007894088,0.002573577,0.00005093735,0.0001748059,0.0001750081,0.00002830632,0.4002816],"genre_scores_gemma":[0.9934233,0.001026261,0.001419894,0.00004972886,0.000004533834,0.00003393711,0.00005627768,0.000006776065,0.003979242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8787089,"threshold_uncertainty_score":0.2568126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198829968296741,"score_gpt":0.2809589550753447,"score_spread":0.1610759582456706,"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."}}