{"id":"W4210667089","doi":"10.1002/lob.10479","title":"The Marine Biodiversity Observation Network Plankton Workshops: Plankton Ecosystem Function, Biodiversity, and Forecasting—Research Requirements and Applications","year":2022,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; National Science Foundation of Sri Lanka; Natural Environment Research Council; Nuclear Safety and Security Commission; National Aeronautics and Space Administration; Norges Forskningsråd; Australian Research Council; National Oceanic and Atmospheric Administration; Sight Research UK; National Science Foundation","keywords":"Plankton; Biodiversity; Ecosystem; Marine ecosystem; Ecology; Biology; Environmental resource management; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01111437,0.00108725,0.0006079517,0.002195701,0.0008787086,0.002626332,0.002193855,0.001400791,0.01764443],"category_scores_gemma":[0.0135372,0.0005370283,0.0005409571,0.002482224,0.0003589773,0.005516165,0.006339994,0.002533956,0.01090589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428614,"about_ca_system_score_gemma":0.003621777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02118023,"about_ca_topic_score_gemma":0.02231884,"domain_scores_codex":[0.9976292,0.0006928895,0.0002083646,0.0003441873,0.0008644169,0.0002609881],"domain_scores_gemma":[0.9862894,0.002365318,0.001015993,0.001800783,0.004976166,0.003552467],"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":[0.0002134742,0.0001112153,0.01268086,0.0007608005,0.00005742042,0.00006527769,0.000415982,0.001805409,0.001763978,0.00447449,0.7200475,0.2576036],"study_design_scores_gemma":[0.00004784645,0.00007149485,0.02808713,0.0009247703,0.00002521446,0.00006058282,0.0005707198,0.007273375,0.001124588,0.007067931,0.9546728,0.00007338125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0488292,0.0174065,0.1329147,0.1207678,0.01259569,0.004972176,0.4200923,0.02679734,0.2156244],"genre_scores_gemma":[0.131439,0.01668677,0.2434507,0.007217103,0.004186989,0.004686954,0.5315145,0.003660536,0.05715749],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02118023,"threshold_uncertainty_score":0.05902654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790875816567241,"score_gpt":0.2264057097435797,"score_spread":0.1884969515779073,"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."}}