{"id":"W4400432405","doi":"","title":"In situ imaging highlight the important role of giant mesopelagic protists in the biogeochemical cycles of carbon and silicon","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mesopelagic zone; Biogeochemical cycle; Silicon; In situ; Carbon fibers; Environmental science; Astrobiology; Oceanography; Materials science; Geology; Chemistry; Environmental chemistry; Optoelectronics; Biology; Pelagic zone","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":[0.000103328,0.0002714363,0.0001639314,0.0002927464,0.0003679025,0.0007185401,0.0002903294,0.0009564934,0.005306345],"category_scores_gemma":[0.0001858462,0.0002545417,0.000169409,0.0003008176,0.000334695,0.0007571537,0.0003485522,0.0007839971,0.0006812493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002844274,"about_ca_system_score_gemma":0.000166429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001170531,"about_ca_topic_score_gemma":0.003081554,"domain_scores_codex":[0.9999655,0.000001904975,0.000001124612,0.00001170503,0.000007061504,0.0000127497],"domain_scores_gemma":[0.9998538,0.00006111691,0.00002286093,0.00001704087,0.00002360743,0.00002149356],"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":[0.00004641218,0.00001149754,0.0005700057,0.00004265297,0.000004597234,0.0001575833,0.00003174607,0.0001292354,0.9953433,0.000364254,0.0003181167,0.002980474],"study_design_scores_gemma":[0.00003149663,0.0001776679,0.05399337,0.00004370639,0.00005127045,0.002506137,0.0005420975,0.009352372,0.9090711,0.002778129,0.02142428,0.00002839525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045318,0.002755547,0.05766547,0.001793479,0.0002394098,0.00004870562,0.001299329,0.000489718,0.0311766],"genre_scores_gemma":[0.9450766,0.001727555,0.03875577,0.0004782662,0.0001473809,0.00004221632,0.0006231649,0.0002339118,0.01291514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005306345,"threshold_uncertainty_score":0.01775146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006084399695723882,"score_gpt":0.2027974635610514,"score_spread":0.1967130638653276,"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."}}