{"id":"W4402899498","doi":"10.5376/be.2024.14.0010","title":"Metabolic Pathways and Genetic Engineering of Anaerobic Bacteria for Biohydrogen Production","year":2024,"lang":"en","type":"article","venue":"Biological Evidence","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biohydrogen; Metabolic engineering; Bacteria; Anaerobic exercise; Anaerobic bacteria; Production (economics); Metabolic pathway; Biotechnology; Biology; Biochemical engineering; Genetics; Engineering; Gene; Hydrogen production; Biochemistry; Physiology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003121259,0.0006652197,0.0003879446,0.0006239111,0.0002235853,0.000822772,0.0003733138,0.0004124559,0.0005710854],"category_scores_gemma":[0.0002353866,0.0002804582,0.0005748848,0.0009685881,0.0002039754,0.0005732958,0.0006119766,0.000734505,0.0004695672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452753,"about_ca_system_score_gemma":0.0006189198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008103942,"about_ca_topic_score_gemma":0.001373051,"domain_scores_codex":[0.9997107,0.00005901786,0.0000328435,0.00004788738,0.0001100795,0.00003932641],"domain_scores_gemma":[0.9999397,0.000008750065,0.00001886252,0.000007250663,0.00001496612,0.00001047947],"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":[0.00007831775,0.00007854334,0.0002560606,0.000445901,0.00001825225,0.0001129064,0.00003992598,0.001271346,0.9668058,0.001864939,0.0001837255,0.02884437],"study_design_scores_gemma":[0.00002388766,0.0003704473,0.001936779,0.000160748,0.00009956989,0.000658632,0.0001327436,0.003927828,0.9309055,0.00185566,0.0598992,0.00002901233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7050589,0.1038272,0.1571866,0.00245808,0.0006381979,0.0004379923,0.00212463,0.0007353228,0.02753314],"genre_scores_gemma":[0.7517304,0.09532988,0.1398451,0.0003069684,0.00006971929,0.0002820661,0.002492691,0.0002057592,0.00973734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000822772,"threshold_uncertainty_score":0.003230751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04426465572520912,"score_gpt":0.2368669848405472,"score_spread":0.1926023291153381,"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."}}