{"id":"W3017094240","doi":"10.1016/j.copbio.2020.02.017","title":"Pollution to products: recycling of ‘above ground’ carbon by gas fermentation","year":2020,"lang":"en","type":"review","venue":"Current Opinion in Biotechnology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":201,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Biological and Environmental Research; Office of Science; Suncor Energy Incorporated; U.S. Department of Energy","keywords":"Raw material; Biomass (ecology); Environmental science; Waste management; Syngas; Flexibility (engineering); Greenhouse gas; Population; Biochemical engineering; Engineering; Chemistry; Ecology; Economics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001547404,0.0003410023,0.0008274602,0.0006570147,0.00002111624,0.00001238422,0.0002457489,0.0005706565,0.000006101493],"category_scores_gemma":[0.0001203994,0.0003455743,0.00009592756,0.001436377,0.00006445076,0.00006223359,0.00007314575,0.0006128047,0.0000300652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004180667,"about_ca_system_score_gemma":0.00005860701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595107,"about_ca_topic_score_gemma":0.000001014357,"domain_scores_codex":[0.998228,0.00006325125,0.0007765955,0.0005216387,0.0001482146,0.000262375],"domain_scores_gemma":[0.9993784,0.000009916343,0.000209036,0.000312384,0.00003804048,0.00005218167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004156798,0.000045837,0.000001403578,0.005180389,0.00002710867,1.773093e-7,0.0000416769,0.00003485282,0.0003496224,0.002026134,0.003106534,0.9891821],"study_design_scores_gemma":[0.0001205708,0.00008217748,0.000003189514,0.004766694,0.00003934265,0.000008601809,0.00002865994,0.00004609108,0.0006052118,0.00004603915,0.9939701,0.0002833366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006866833,0.9893659,0.0004532296,0.001039319,0.007622868,0.0009660429,0.00005257198,0.0003952715,0.00003607892],"genre_scores_gemma":[0.0003250483,0.9985021,0.0002142445,0.000004182626,0.0003333652,0.0001027177,0.0004624973,0.00004574946,0.00001006865],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9908636,"threshold_uncertainty_score":0.9998996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05208400133004827,"score_gpt":0.3300425111822353,"score_spread":0.2779585098521871,"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."}}