{"id":"W4322757570","doi":"10.1111/1462-2920.16363","title":"Cobalamin producers and prokaryotic consumers in the Northwest Atlantic","year":2023,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Ocean Frontier Institute; Simons Foundation","keywords":"Cobalamin; Biology; Metagenomics; Ecology; Prochlorococcus; Flavobacteriaceae; Cyanobacteria; Botany; Synechococcus; Bacteria; Biochemistry; 16S ribosomal RNA; Vitamin B12; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001342969,0.0001803233,0.0002420269,0.0007634276,0.0004852261,0.0005808073,0.0001336945,0.0002001472,0.0009479609],"category_scores_gemma":[0.0002622551,0.0001618537,0.000232143,0.0009477956,0.0002490475,0.0002520451,0.0004763819,0.0001609615,0.000226608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183659,"about_ca_system_score_gemma":0.001293571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2989868,"about_ca_topic_score_gemma":0.4682314,"domain_scores_codex":[0.9998587,0.000007776809,0.00001113053,0.00005475921,0.00003013381,0.00003749441],"domain_scores_gemma":[0.9997224,0.00002153375,0.00008313264,0.00001223551,0.00009389193,0.00006667936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215038,0.000008287155,0.9445047,0.00005061449,0.00003803267,0.0001525498,0.0005251149,0.0001230904,0.04965965,0.00004013704,0.00008475022,0.004598034],"study_design_scores_gemma":[0.000001605241,0.000008650601,0.9985535,0.000005432865,0.00001062997,0.00003484826,0.0004654591,0.0001991335,0.0004485832,0.000009755645,0.0002596094,0.000002889495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985562,0.0001892012,0.00005832035,0.00002353115,0.000001836501,0.000002557127,0.000762343,0.000003502479,0.0004026425],"genre_scores_gemma":[0.9978119,0.0002148208,0.0002451923,0.00003218554,0.000002789181,0.000003534916,0.001094613,0.000003837605,0.0005910032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989868,"threshold_uncertainty_score":0.5944929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006908148277372323,"score_gpt":0.194948981350047,"score_spread":0.1880408330726746,"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."}}