{"id":"W4200198417","doi":"10.3390/en15010086","title":"Policy Insights to Accelerate Cleaner Steam-Assisted Gravity Drainage Operations","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Steam-assisted gravity drainage; Oil sands; Greenhouse gas; Software deployment; Environmental science; Environmental impact assessment; Environmental policy; Asphalt; Petroleum engineering; Engineering; Natural resource economics; Waste management; Environmental planning; Economics; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001599173,0.0002283934,0.0002807623,0.0002185926,0.0004969013,0.0002675109,0.0003454596,0.0001483309,0.0003580363],"category_scores_gemma":[0.0008119321,0.0002088469,0.0001277396,0.001398399,0.0001104769,0.0002811679,0.0003930594,0.0002183175,0.0001822048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002423208,"about_ca_system_score_gemma":0.0005930822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008393449,"about_ca_topic_score_gemma":0.01656066,"domain_scores_codex":[0.9978624,0.0003718681,0.0002958064,0.000504191,0.0003801245,0.000585594],"domain_scores_gemma":[0.9983233,0.00008805819,0.00002014752,0.0007293662,0.0005548405,0.0002842556],"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":[0.00003861701,0.0001534268,0.00003641536,0.00002223938,0.00004882485,0.0001663752,0.000808119,0.2326472,0.01171433,0.7404622,0.0007798359,0.0131225],"study_design_scores_gemma":[0.001289355,0.0002092332,0.01931152,0.00004711023,0.00003328486,0.00005436968,0.006640712,0.00127293,0.1111179,0.1155562,0.743426,0.001041463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798854,0.0001797742,0.00005207524,0.005225073,0.0001743159,0.0001019366,0.00001030642,0.0001861546,0.1141849],"genre_scores_gemma":[0.9551318,0.00003951586,0.0006447987,0.001530273,0.0002710094,0.0000747508,0.00008204813,0.00002984104,0.042196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7426461,"threshold_uncertainty_score":0.9982098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192749751084612,"score_gpt":0.3066083298615787,"score_spread":0.2846808323507325,"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."}}