{"id":"W3087037969","doi":"10.1101/2020.09.21.305086","title":"Dissolved organic carbon (DOC) is essential to balance the metabolic demands of North-Atlantic deep-sea sponges","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"Directorate for Biological Sciences; Universitetet i Bergen","keywords":"Sponge; Dissolved organic carbon; Carbon fibers; Total organic carbon; Dry weight; Carbon cycle; Ecosystem; Carbon dioxide","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":[0.00007939852,0.000150344,0.0001679777,0.0001502168,0.0002068161,0.0004239159,0.0001333817,0.0001623116,0.0005258805],"category_scores_gemma":[0.0001937122,0.0001466002,0.0001177599,0.0001408329,0.0001831571,0.0002108274,0.0002984722,0.0001815304,0.0001110671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002994,"about_ca_system_score_gemma":0.0003251084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006634234,"about_ca_topic_score_gemma":0.01043906,"domain_scores_codex":[0.999929,0.00000633469,0.000007451501,0.00002178039,0.00001901153,0.00001647233],"domain_scores_gemma":[0.9998387,0.00002695516,0.00005416554,0.00001289907,0.00003163636,0.00003570349],"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":[0.0001531554,0.00001283243,0.03310277,0.00006811856,0.00001731873,0.0000716345,0.00005974566,0.0001988328,0.9630051,0.00005761222,0.00003447083,0.003218558],"study_design_scores_gemma":[0.00002797281,0.0002748044,0.8542109,0.0000177763,0.00004298831,0.000385635,0.0003991362,0.003479262,0.1390341,0.0001221266,0.001989865,0.00001551056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991682,0.0001612393,0.000166846,0.00002380358,0.000002427055,0.000002117878,0.00008625993,0.000005192608,0.0003839821],"genre_scores_gemma":[0.999141,0.0000825755,0.0003237833,0.00002661697,0.000001355625,0.00000396382,0.00009868319,0.000002873476,0.0003192119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006634234,"threshold_uncertainty_score":0.01319122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007128591850482272,"score_gpt":0.211266171344228,"score_spread":0.2041375794937457,"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."}}