{"id":"W4393207310","doi":"10.3354/meps14574","title":"Glimpsing the 2020 spring bloom in the Strait of Georgia (Canada) with autonomous ferry-based sensors","year":2024,"lang":"en","type":"article","venue":"Marine Ecology Progress Series","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Dalhousie University","funders":"Canadian Space Agency; Natural Sciences and Engineering Research Council of Canada; Marine Environmental Observation Prediction and Response Network","keywords":"Spring (device); Bloom; Oceanography; Spring bloom; Fishery; Geography; Environmental science; Geology; Biology; Ecology; Engineering; Phytoplankton","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002248679,0.0001343519,0.0001613907,0.00002680111,0.0001771667,0.00005248644,0.0002112125,0.00003431889,0.0007335779],"category_scores_gemma":[0.00001131923,0.00006953554,0.00002384442,0.0002064547,0.0004122583,0.00008345966,0.00005717829,0.0001843802,0.000005970063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465808,"about_ca_system_score_gemma":0.0001543369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1057759,"about_ca_topic_score_gemma":0.8453075,"domain_scores_codex":[0.9991209,0.00007715089,0.0001704156,0.0001922786,0.0001733411,0.0002659402],"domain_scores_gemma":[0.999608,0.0001728884,0.00004505123,0.0001420646,0.000007990103,0.00002397259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000544262,0.00001295916,0.9825701,0.00005628674,0.00004027108,0.0002145475,0.0002098994,0.003224554,6.915861e-7,0.00007071213,0.00009413339,0.01345149],"study_design_scores_gemma":[0.0001131107,0.0002250298,0.9853574,0.00001187067,0.00002478312,0.00005000961,0.000615473,0.003029399,0.00003535123,0.00008416649,0.01035933,0.00009408959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901407,0.0004130474,2.975506e-7,0.006008455,0.0001390982,0.0002101305,0.00001511111,0.00002192051,0.003051191],"genre_scores_gemma":[0.9992186,0.00002958966,0.0002746422,0.0001673263,0.0000479222,0.000009086867,0.00001867572,0.000004180348,0.0002299683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7395316,"threshold_uncertainty_score":0.9001788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004988474739839059,"score_gpt":0.1735253569637821,"score_spread":0.168536882223943,"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."}}