{"id":"W3033705472","doi":"10.1029/2020gl087888","title":"Remote Sensing Retrieval of Isoprene Concentrations in the Southern Ocean","year":2020,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council; National Oceanic and Atmospheric Administration; Universidade de Santiago de Compostela; Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona; Swiss Polar Institute; Centre National de la Recherche Scientifique; Université Laval; Centre of Excellence in Plant Energy Biology, Australian Research Council; Ministerio de Economía y Competitividad; Ferring; Australian Government; National Aeronautics and Space Administration","keywords":"Isoprene; Phytoplankton; Environmental science; Aerosol; Satellite; Chlorophyll a; Atmospheric sciences; Sea surface temperature; Ocean color; Oceanography; Seasonality; Climatology; Meteorology; Geology; Nutrient; Geography; Chemistry; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002954305,0.0002695244,0.0002050663,0.0005704087,0.0000953657,0.0003317537,0.0001858894,0.0001371537,0.0005683697],"category_scores_gemma":[0.0002916914,0.0001169547,0.0002096957,0.000414401,0.00009217417,0.000237006,0.0002362034,0.0001264512,0.0002115043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002806337,"about_ca_system_score_gemma":0.0002463829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008290798,"about_ca_topic_score_gemma":0.007491095,"domain_scores_codex":[0.9999362,0.000009527821,0.000004682046,0.00002262136,0.00001803926,0.000009029349],"domain_scores_gemma":[0.9999074,0.00001283182,0.00001992947,0.0000143414,0.00003660553,0.000008958901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014611,0.0003229018,0.3729628,0.0002889994,0.0002574653,0.0003330566,0.0002287183,0.1164867,0.3031464,0.001618403,0.003611434,0.1997285],"study_design_scores_gemma":[0.0001432146,0.0001649075,0.5350466,0.00003032088,0.00006704142,0.00009434433,0.00009921621,0.3984477,0.0585635,0.0005660524,0.006734941,0.00004208762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934503,0.0001064274,0.002446977,0.00002595099,0.000008606647,0.000009878114,0.001282787,0.0003531829,0.002315861],"genre_scores_gemma":[0.9918698,0.00004767005,0.005424734,0.0000136399,0.000006435457,0.000006433831,0.002040539,0.00002267622,0.0005680384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008290798,"threshold_uncertainty_score":0.0164851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394012440400837,"score_gpt":0.2766357560009877,"score_spread":0.2326956315969793,"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."}}