{"id":"W4287010259","doi":"10.3389/fmars.2022.929436","title":"Recommendations for Plankton Measurements on OceanSITES Moorings With Relevance to Other Observing Sites","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"North Pacific Marine Science Organization; Dalhousie University","funders":"Office of Naval Research; Simons Foundation; Bureau of Ocean Energy Management; National Aeronautics and Space Administration; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Biogeochemistry; Plankton; Pelagic zone; Oceanography; Environmental science; Plan (archaeology); Relevance (law); Ocean observations; Ocean science; Function (biology); Computer science; Environmental resource management; Ecology; Meteorology; Geography; Geology; Biology","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":[0.0163042,0.001326694,0.000892085,0.004993736,0.0007994079,0.001947424,0.00418577,0.004413471,0.02814518],"category_scores_gemma":[0.05895572,0.001003519,0.001955071,0.004956393,0.0008088104,0.004813732,0.001842499,0.003503044,0.0188204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528764,"about_ca_system_score_gemma":0.007614268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07245585,"about_ca_topic_score_gemma":0.08712217,"domain_scores_codex":[0.9932899,0.002379997,0.001478076,0.0006199083,0.001785115,0.0004468873],"domain_scores_gemma":[0.9070551,0.01797025,0.005881386,0.006638428,0.0582374,0.004217463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002262662,0.0001888859,0.0204537,0.003362391,0.00008672374,0.0003442006,0.000616089,0.002592417,0.004769853,0.002047526,0.7678713,0.1974406],"study_design_scores_gemma":[0.000358146,0.0001976948,0.06953371,0.006806163,0.0001867759,0.000232685,0.002881499,0.002738816,0.002687695,0.006628875,0.9075452,0.0002027879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.03351594,0.0242286,0.1782552,0.2142537,0.046879,0.02808839,0.257837,0.01579274,0.2011494],"genre_scores_gemma":[0.04954297,0.02009443,0.6203601,0.06270292,0.005121342,0.02583354,0.0992314,0.002838504,0.1142748],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07245585,"threshold_uncertainty_score":0.1440682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509424843000922,"score_gpt":0.2297860567230573,"score_spread":0.1946918082930481,"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."}}