{"id":"W4410040395","doi":"10.1111/1758-2229.70072","title":"Microbial Responses to Micronutrient Amendments in Oxygenated and Deoxygenated Waters of the Arabian Sea","year":2025,"lang":"en","type":"article","venue":"Environmental Microbiology Reports","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Jenny ja Antti Wihurin Rahasto; Saastamoisen säätiö; OLVI-Säätiö; Council of Scientific and Industrial Research, India; Department of Science and Technology, Ministry of Science and Technology, India; Itä-Suomen Yliopisto","keywords":"Microcosm; Microbial population biology; Micronutrient; Nutrient; Environmental chemistry; Nitrate; Biology; Nitrogen cycle; Archaea; Food science; Ecology; Chemistry; Bacteria; Nitrogen","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":[0.0001320537,0.0003127407,0.0003252987,0.0001827722,0.0002697889,0.0005038139,0.0001867026,0.000367635,0.0002732685],"category_scores_gemma":[0.0002053863,0.0001354047,0.0002196947,0.0001869326,0.0002939756,0.0002112227,0.0004461535,0.0002442361,0.00005988935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346743,"about_ca_system_score_gemma":0.000367027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00628874,"about_ca_topic_score_gemma":0.007977101,"domain_scores_codex":[0.9998176,0.0000298657,0.00001866494,0.0000565938,0.00004385706,0.00003339181],"domain_scores_gemma":[0.9998643,0.00001803165,0.00004082753,0.000007157993,0.00003916869,0.00003029916],"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":[0.0008545673,0.00004836578,0.01829471,0.0001416008,0.00004135445,0.00008933132,0.0002551807,0.0002627678,0.9753456,0.00003983221,0.00003062821,0.004595927],"study_design_scores_gemma":[0.0000628366,0.002650032,0.4945129,0.00006852384,0.0001801426,0.0002773632,0.00330051,0.002761878,0.4923612,0.000244119,0.003523783,0.00005683541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996367,0.0001229845,0.00005298801,0.000009646927,0.000003682259,0.000003251185,0.00006162635,0.00000141002,0.0001077723],"genre_scores_gemma":[0.9986883,0.0002560509,0.0004579248,0.00004497342,0.000004507112,0.00001123344,0.0001819403,0.000002011007,0.0003530435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00628874,"threshold_uncertainty_score":0.01250428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003402014328545035,"score_gpt":0.1994776116822193,"score_spread":0.1960755973536743,"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."}}