{"id":"W2025645864","doi":"10.1016/j.ijhydene.2011.05.134","title":"Orthogonal optimization of Carboxydothermus hydrogenoformans culture medium for hydrogen production from carbon monoxide by biological water-gas shift reaction","year":2011,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Carbon monoxide; Chemistry; Hydrogen production; Phosphorus; Biomass (ecology); Hydrogen; Yield (engineering); Water-gas shift reaction; Carbon fibers; Food science; Nuclear chemistry; Biochemistry; Environmental chemistry; Materials science; Agronomy; Organic chemistry; Catalysis; Biology; Metallurgy","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":[0.0002998495,0.0004898076,0.000327574,0.0002235523,0.0001777628,0.0005019425,0.0002531535,0.0002076448,0.0003048326],"category_scores_gemma":[0.0002557325,0.0001395827,0.0002267347,0.0003500537,0.0001727098,0.0002415903,0.0004580685,0.0003653312,0.0001201064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003452094,"about_ca_system_score_gemma":0.0004161083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040164,"about_ca_topic_score_gemma":0.002697066,"domain_scores_codex":[0.999732,0.00003729915,0.00003633105,0.00004750331,0.0001128018,0.00003401575],"domain_scores_gemma":[0.9998838,0.00002371967,0.00003454378,0.00001469347,0.00002607715,0.00001717237],"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":[0.0000617873,0.0000360153,0.0001102824,0.0000122299,0.000002401041,0.000009586369,0.000005761844,0.00006030606,0.9987627,0.00003711396,0.0000109971,0.0008908634],"study_design_scores_gemma":[0.000006552599,0.00009567946,0.0009947101,0.000002006188,0.000009281556,0.00002818177,0.00001684797,0.0004147849,0.9978577,0.00001582284,0.0005542337,0.000004194967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994014,0.0003462534,0.004333687,0.00008105356,0.00003600216,0.00004845443,0.0003080576,0.00002916506,0.0008033701],"genre_scores_gemma":[0.9864606,0.0004223536,0.01101717,0.0000417641,0.00001131178,0.00006195605,0.0006564563,0.00001759551,0.001310791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001040164,"threshold_uncertainty_score":0.002504706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300862396617702,"score_gpt":0.2031810455825081,"score_spread":0.1901724216163311,"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."}}