{"id":"W1592970861","doi":"10.5539/enrr.v5n2p158","title":"A Comparison of Air Emission Estimation Methods for Drilling Rig Emissions","year":2015,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drilling; Horsepower; Environmental science; Fuel efficiency; Estimation; Automotive engineering; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070535,0.00009565704,0.0001675701,0.0001754608,0.0000834424,0.00001370833,0.0001278798,0.0001094927,0.00000497404],"category_scores_gemma":[0.0003541708,0.0000766486,0.00003075312,0.0001214619,0.00009370131,0.00005013822,0.00008533583,0.0003290764,0.000002087449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006097576,"about_ca_system_score_gemma":0.000004299894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003431311,"about_ca_topic_score_gemma":1.77147e-7,"domain_scores_codex":[0.9991835,0.00004322569,0.0001679674,0.000135777,0.0002403226,0.0002291555],"domain_scores_gemma":[0.9993455,0.0003730927,0.00001836178,0.0001496747,0.00001774818,0.00009559887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007463586,0.00005380052,0.002725147,0.0002640199,0.00005564045,9.580908e-7,0.002662099,0.1608898,0.1095005,0.0001881882,0.003459535,0.7201257],"study_design_scores_gemma":[0.0002440005,0.0001218724,0.0009416564,0.00005635831,0.000006988551,9.589655e-7,0.000626576,0.7912351,0.1161378,0.000619458,0.08989658,0.0001126061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932947,0.01361598,0.05243016,0.0001573482,0.00009852677,0.0002649679,0.000003530623,0.0001786823,0.0003038041],"genre_scores_gemma":[0.9273221,0.000176003,0.07208995,7.083795e-7,0.00002941635,0.00002209118,0.000009725217,0.0000159653,0.0003340255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7200131,"threshold_uncertainty_score":0.3125639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07371900623507333,"score_gpt":0.4044198960231247,"score_spread":0.3307008897880513,"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."}}