{"id":"W4399432370","doi":"10.2139/ssrn.4855214","title":"Balancing Production and Carbon Emissions with Fuel Substitution","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Substitution (logic); Production (economics); Greenhouse gas; Environmental science; Natural resource economics; Carbon fibers; Waste management; Economics; Engineering; Computer science; Microeconomics; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006008309,0.000731064,0.0006056767,0.0006608719,0.0005406584,0.001885052,0.0009266572,0.001343441,0.008547814],"category_scores_gemma":[0.001137668,0.0002450352,0.0003099724,0.0008224554,0.0006492433,0.002094903,0.0007015276,0.000574653,0.001676093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007440287,"about_ca_system_score_gemma":0.0007224455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007252096,"about_ca_topic_score_gemma":0.001498893,"domain_scores_codex":[0.9995547,0.00005567753,0.00001487744,0.0001091286,0.0001359336,0.0001296666],"domain_scores_gemma":[0.9996941,0.0001061815,0.00002866904,0.0000475775,0.00009735939,0.00002612109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003234374,0.0005444272,0.008014514,0.0007026744,0.0001537031,0.0006527446,0.00008337644,0.07893109,0.6907643,0.0721456,0.002418769,0.1423544],"study_design_scores_gemma":[0.0001488601,0.000829691,0.003743834,0.0000974762,0.0001239307,0.0004218188,0.0003910181,0.1279869,0.7924216,0.04906237,0.02471097,0.00006147371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8189746,0.003428931,0.08424199,0.002497246,0.0008467893,0.0001384447,0.000678773,0.0006158447,0.08857743],"genre_scores_gemma":[0.9892569,0.0003721873,0.004729304,0.0001147403,0.00002635155,0.00002307934,0.00008941162,0.00006644722,0.005321703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008547814,"threshold_uncertainty_score":0.02859527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005547355774892844,"score_gpt":0.2322151366060121,"score_spread":0.2266677808311193,"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."}}