{"id":"W4386835714","doi":"10.5194/bg-2023-153","title":"Unusual Hemiaulus Bloom Influences Ocean Productivity in Northeast U.S. Shelf Waters","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation","funders":"Woods Hole Oceanographic Institution; Wellesley College; National Science Foundation","keywords":"Phytoplankton; Trophic level; Productivity; Environmental science; Oceanography; Plankton; Biogeochemical cycle; Primary production; Bloom; Pelagic zone; Ecosystem; Ecology; Diatom; Primary producers; Context (archaeology); Marine ecosystem; Spring bloom; Biology; Nutrient","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":[0.0001758763,0.0002010364,0.0001363754,0.0003860897,0.0003648545,0.0004742115,0.0001268892,0.0001855837,0.000844372],"category_scores_gemma":[0.0005438796,0.0001179044,0.0002440573,0.0005747355,0.0001908119,0.0002992381,0.0003541229,0.0001758633,0.00008729464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005299826,"about_ca_system_score_gemma":0.0004616497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05611188,"about_ca_topic_score_gemma":0.1604356,"domain_scores_codex":[0.9999239,0.00001546769,0.000009425759,0.0000221613,0.00001225061,0.00001673865],"domain_scores_gemma":[0.9995916,0.00005582155,0.0001832584,0.00001671425,0.00006165967,0.00009100394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002371038,0.000007332018,0.9985787,0.000003405902,0.0000184803,0.00004748912,0.00006111072,0.00003193801,0.0004539512,0.000005405358,0.00005754695,0.0007110049],"study_design_scores_gemma":[3.649129e-7,0.000005293492,0.9997191,0.000001545873,0.000004133749,0.00001128304,0.0001095942,0.00008248221,0.00002588741,0.000004079309,0.00003568162,6.050482e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996427,0.00003934305,0.000009331685,0.00001932385,0.000002425082,0.000001014222,0.0001387707,0.000001097209,0.0001459618],"genre_scores_gemma":[0.9996631,0.000040297,0.00002140229,0.00002070861,0.000003269617,0.000001704569,0.0001603279,8.755352e-7,0.00008829931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05611188,"threshold_uncertainty_score":0.1115705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210522509762676,"score_gpt":0.2183671621697977,"score_spread":0.1973149111935301,"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."}}