{"id":"W3182906425","doi":"10.1371/journal.pone.0254026","title":"A novel approach to quantify metrics of upwelling intensity, frequency, and duration","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Science Foundation, United Arab Emirates; National Research Foundation","keywords":"Upwelling; Sea surface temperature; Climatology; Environmental science; Oceanography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001273143,0.00006583128,0.0001675952,0.00002956941,0.00005461245,0.00003237962,0.00006987883,0.00003899917,0.00005369983],"category_scores_gemma":[0.0001965401,0.00005854603,0.00001835762,0.0008075436,0.00003549256,0.0001121143,0.00001306068,0.00006692571,0.000007003626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001047683,"about_ca_system_score_gemma":0.00003947306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003005585,"about_ca_topic_score_gemma":0.0001086288,"domain_scores_codex":[0.9993173,0.00001054702,0.0001579259,0.0001771878,0.0002219687,0.0001150949],"domain_scores_gemma":[0.9995587,0.00006084506,0.0000524497,0.00009163694,0.0001641878,0.00007218538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001643567,0.0004250903,0.9833323,0.0002947764,0.00009657576,0.000003477739,0.0003594234,0.000129953,0.01240411,0.0003615127,0.00001770939,0.002558651],"study_design_scores_gemma":[0.0005197183,0.0003267714,0.8302321,0.0002787917,0.0002534924,0.00003449937,0.001733456,0.06836538,0.09540336,0.002303133,0.00005275369,0.0004965232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827298,0.001595694,0.01181712,0.0001513049,0.00002832111,0.00007433751,0.00001994134,0.00001958501,0.003563896],"genre_scores_gemma":[0.8714365,0.0002497721,0.1280803,0.0001269268,0.00002744033,3.095193e-7,0.00003307174,0.000001793605,0.00004389738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1531002,"threshold_uncertainty_score":0.2387438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06811736472412896,"score_gpt":0.208097869181532,"score_spread":0.1399805044574031,"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."}}