{"id":"W4410649763","doi":"10.1126/science.ado5323","title":"Functional biogeography of marine microbial heterotrophs","year":2025,"lang":"en","type":"article","venue":"Science","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Biogeography; Lability; Ecology; Heterotroph; Carbon cycle; Biology; Transect; Substrate (aquarium); Ecosystem; Carbon flux; Ecological succession; Bacteria; Paleontology","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":[0.0002460833,0.0002418156,0.0001740555,0.0005154472,0.0002268789,0.0004030435,0.0002479179,0.0002733883,0.000325932],"category_scores_gemma":[0.0006004191,0.0001665122,0.0003024989,0.000275844,0.0003151589,0.0003554322,0.0003826406,0.0001906811,0.00007304056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176373,"about_ca_system_score_gemma":0.0002466219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003797732,"about_ca_topic_score_gemma":0.004692972,"domain_scores_codex":[0.9999034,0.00003050766,0.000006323942,0.00004067725,0.000008596943,0.00001044523],"domain_scores_gemma":[0.9997786,0.00008267455,0.00004532179,0.00003383431,0.00003242151,0.0000272522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001864958,0.00006325437,0.730795,0.0001291412,0.0002439828,0.0001670837,0.0004918887,0.1515465,0.09201917,0.00784558,0.0001858527,0.01632622],"study_design_scores_gemma":[0.00001149433,0.00008853321,0.5835183,0.00001906418,0.00004481548,0.0001805602,0.0003288962,0.4036256,0.005470674,0.00585374,0.0008359823,0.00002252819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973375,0.00006021782,0.00220018,0.00002117597,5.427162e-7,0.000002283869,0.0001096186,0.000009334481,0.0002591222],"genre_scores_gemma":[0.9986754,0.00004931816,0.001072365,0.000004801172,5.824415e-7,0.000004337311,0.0001428201,0.000004084954,0.00004630075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003797732,"threshold_uncertainty_score":0.007551253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006504605208149929,"score_gpt":0.2157229807298858,"score_spread":0.2092183755217359,"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."}}