{"id":"W2085573027","doi":"10.1111/j.1462-2920.2007.01258.x","title":"Nitrogenase gene expression in the Chesapeake Bay Estuary","year":2007,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Maryland Center for Environmental Science; Gordon and Betty Moore Foundation; National Science Foundation","keywords":"Phylotype; Biology; Estuary; Diazotroph; Cyanobacteria; Nitrogenase; Bay; Botany; Ecology; Phylogenetics; Nitrogen fixation; Gene; Oceanography; Bacteria; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005131091,0.0001555745,0.0001188564,0.0003481081,0.0002619315,0.0003400941,0.00006603621,0.0001502775,0.0007023354],"category_scores_gemma":[0.0001401487,0.0001128782,0.00007835057,0.0003237268,0.0001557294,0.0001065858,0.0001653838,0.000164729,0.0001176876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006715888,"about_ca_system_score_gemma":0.0003596368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05159614,"about_ca_topic_score_gemma":0.09213205,"domain_scores_codex":[0.9999368,0.000004385779,0.000003097858,0.00002780136,0.00001518912,0.0000127159],"domain_scores_gemma":[0.9998868,0.00001334224,0.00002990031,0.000003964703,0.00003779725,0.00002825319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003443247,0.00002474357,0.09500749,0.00004044648,0.0000181858,0.0002136034,0.0003940491,0.0002121996,0.9002271,0.00005348001,0.0001848771,0.003279452],"study_design_scores_gemma":[0.000006533565,0.00006801409,0.978504,0.000004947042,0.00000962826,0.000065085,0.0003273637,0.0002881306,0.02011549,0.0000174445,0.0005883573,0.000005118834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989967,0.0001026589,0.00005270953,0.00002472246,0.000002815906,0.00000171859,0.000316249,0.000004353279,0.0004980228],"genre_scores_gemma":[0.996085,0.0001387983,0.0002213775,0.00004064538,0.000003407378,0.000007584187,0.0007223009,0.000003059237,0.00277774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05159614,"threshold_uncertainty_score":0.1025916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006423153207757675,"score_gpt":0.2007673485324588,"score_spread":0.1943441953247012,"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."}}