{"id":"W4404021499","doi":"10.1016/j.rser.2024.115011","title":"Sustainability assessment of catalyst design on CO2-derived fuel production","year":2024,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Polytechnique Montréal; National Research Council Canada","funders":"National Research Council Canada","keywords":"Sustainability; Production (economics); Catalysis; Business; Environmental science; Waste management; Engineering; Chemistry; Economics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001922984,0.0003229294,0.0007171304,0.0002720003,0.0001078134,0.00004751389,0.0001708125,0.0001310949,0.00003263073],"category_scores_gemma":[0.0006925628,0.0002536912,0.0001973867,0.0008042141,0.0000784707,0.0003540592,0.000140085,0.0001947624,0.000002268529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007734589,"about_ca_system_score_gemma":0.0003206307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052107,"about_ca_topic_score_gemma":0.00002845059,"domain_scores_codex":[0.9976868,0.0001493671,0.0006780855,0.0006122105,0.0002666029,0.0006069117],"domain_scores_gemma":[0.9987301,0.0001545344,0.0001339586,0.0006127082,0.0002282081,0.0001405172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001858097,0.0006612021,0.0001906915,0.07179822,0.0006619926,0.0004612811,0.001346832,0.1473797,0.4821168,0.1363297,0.005349543,0.1535183],"study_design_scores_gemma":[0.0003854373,0.0003300845,0.00002112597,0.00109168,0.0002648208,0.00007086204,0.001739711,0.01554827,0.3385088,0.006614343,0.6347097,0.0007151153],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1269267,0.4442172,0.3866118,0.002783181,0.001766125,0.006376809,0.00002438672,0.00161546,0.02967827],"genre_scores_gemma":[0.9513705,0.01237888,0.00094575,0.00002899802,0.0002250804,0.0003472786,0.00006072441,0.00007546871,0.03456727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8244438,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907307230484465,"score_gpt":0.2819171929456186,"score_spread":0.2628441206407739,"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."}}