{"id":"W2324904242","doi":"10.1021/es202101b","title":"Greenhouse Gas Emission Evaluation of the GTL Pathway","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sasol","keywords":"Greenhouse gas; Environmental science; Gas to liquids; Waste management; Environmental engineering; Chemistry; Engineering; Geology; Oceanography","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":[0.0003592703,0.00006869756,0.00005822215,0.0001139853,0.0001357149,0.000002643972,0.0004189124,0.00006964092,0.0003405148],"category_scores_gemma":[0.00001824562,0.00004710131,0.00002029168,0.0004532943,0.0006099392,0.0001193183,0.000136565,0.0001158787,0.0000264391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182405,"about_ca_system_score_gemma":0.00002118535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004963817,"about_ca_topic_score_gemma":0.000001864089,"domain_scores_codex":[0.9992329,0.00000898543,0.0001156993,0.0001312473,0.0003339373,0.00017719],"domain_scores_gemma":[0.9995911,0.000003139186,0.00003232493,0.0003333492,0.000005421492,0.00003466275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001478709,0.00004044726,0.02320588,0.000002779234,0.000001923294,3.398056e-7,0.0003123608,0.0007345132,0.8306293,0.00009500058,0.00003276569,0.1449432],"study_design_scores_gemma":[0.0001290761,0.00004009233,0.04237919,0.00001418365,0.000005817363,0.000009947014,0.0001655762,0.02646885,0.9288244,0.0008309079,0.001056279,0.00007563767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953763,0.0001097462,0.00005202807,0.00003267159,0.0001294298,0.0001172768,0.00000244862,0.00007698766,0.004103105],"genre_scores_gemma":[0.999598,0.00004103914,0.0002844343,0.00000587432,0.000006423292,0.00001120723,2.821227e-7,0.000006709715,0.00004602746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448676,"threshold_uncertainty_score":0.3728398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567146520287802,"score_gpt":0.2081980142435898,"score_spread":0.1925265490407118,"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."}}