{"id":"W4401168833","doi":"10.1126/sciadv.adn1476","title":"Nitrogen fixation in the widely distributed marine γ-proteobacterial diazotroph <i>Candidatus</i> Thalassolituus haligoni","year":2024,"lang":"en","type":"article","venue":"Science Advances","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Dalhousie University","funders":"Agence Nationale de la Recherche","keywords":"Diazotroph; Nitrogenase; Biology; Nitrogen fixation; Metagenomics; Candidatus; Clade; Symbiosis; Genome; Arctic; Microbial ecology; Gene; Evolutionary biology; Microbiology; Phylogenetics; Bacteria; Ecology; Genetics","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":[0.0001072639,0.0002198456,0.0001176088,0.0002128131,0.0001902805,0.0003849308,0.0002146629,0.0001642116,0.0001375924],"category_scores_gemma":[0.0001354203,0.00008513151,0.0001013593,0.0002014823,0.0001341988,0.0001293126,0.0003162349,0.000161112,0.00005971462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237749,"about_ca_system_score_gemma":0.0002558795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007084738,"about_ca_topic_score_gemma":0.007157721,"domain_scores_codex":[0.9999015,0.000009915558,0.00000705811,0.00003217826,0.00002583934,0.00002346942],"domain_scores_gemma":[0.9999421,0.00000623322,0.00001352465,0.000005155943,0.0000139861,0.00001917164],"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":[0.0001775396,0.00003367328,0.02354453,0.00003864039,0.00001256838,0.0001204194,0.0001493842,0.0001823806,0.9727572,0.0000644692,0.000034881,0.002884389],"study_design_scores_gemma":[0.00003176594,0.0005935624,0.6954703,0.00002774117,0.0000653381,0.0007899253,0.001491013,0.004557044,0.294804,0.0001896835,0.001953889,0.00002584984],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995303,0.0001198357,0.00007394277,0.000008275792,0.000001351422,0.000002794289,0.00007157251,0.000002082375,0.0001899534],"genre_scores_gemma":[0.9989439,0.000147851,0.0003179424,0.00001107451,0.000001905346,0.000005547816,0.0003166566,0.000001613563,0.0002534974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007084738,"threshold_uncertainty_score":0.01408696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0068248476350942,"score_gpt":0.2455849897072219,"score_spread":0.2387601420721277,"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."}}