{"id":"W2949608742","doi":"10.1039/c9ee00705a","title":"Biohybrid photoheterotrophic metabolism for significant enhancement of biological nitrogen fixation in pure microbial cultures","year":2019,"lang":"en","type":"article","venue":"Energy & Environmental Science","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Northwest Territories","funders":"Chinese University of Hong Kong; Research Grants Council, University Grants Committee; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Nitrogen fixation; Rhodopseudomonas palustris; Nitrogen; Fixation (population genetics); Chemistry; Metabolism; Carbon fixation; Nitrogen cycle; Botany; Biology; Biochemistry; Bacteria; Photosynthesis; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003548881,0.0001742935,0.0001983864,0.0000657304,0.00009472224,0.00002267563,0.0004102522,0.00007473514,0.002556747],"category_scores_gemma":[0.00001193679,0.0001356142,0.00008644674,0.0002601077,0.0005483811,0.0002380385,0.0002146655,0.00006143522,0.0001013834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630809,"about_ca_system_score_gemma":0.00001420149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002165175,"about_ca_topic_score_gemma":0.00003425396,"domain_scores_codex":[0.9982907,0.00004031465,0.0003328671,0.000572067,0.0003725305,0.0003915442],"domain_scores_gemma":[0.9995009,0.00002007335,0.0001785137,0.0002111756,0.000003608214,0.00008576336],"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":[0.00004337581,0.0001603312,0.01207354,0.000003138619,0.000002681666,5.457602e-7,0.0001042181,0.0004442941,0.9858769,0.0000637069,0.000095446,0.001131878],"study_design_scores_gemma":[0.0004588368,0.0001651265,0.01847592,0.000006851221,0.000005561931,0.000001514534,0.00006330984,0.0004053427,0.9748652,0.0002103791,0.005154158,0.0001877878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983762,0.00006466913,0.0003555436,0.00004986917,0.0002073311,0.0004275026,0.00003389074,0.000007297466,0.0004777263],"genre_scores_gemma":[0.9977892,0.000165896,0.001603382,0.0001591155,0.00003887954,0.00004228414,0.00005395574,0.000007868853,0.0001394287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101163,"threshold_uncertainty_score":0.998355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006568455149925813,"score_gpt":0.1985397908892992,"score_spread":0.1919713357393734,"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."}}