{"id":"W3120346597","doi":"10.1029/2020gb006721","title":"Consistent Relationships Among Productivity Rate Methods in the NE Subarctic Pacific","year":2021,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Productivity; Environmental science; Upwelling; Primary production; Carbon cycle; Phytoplankton; Subarctic climate; Carbon fibers; Dissolved organic carbon; Chlorophyll a; Atmospheric sciences; Environmental chemistry; Ecosystem; Chemistry; Nutrient; Oceanography; Ecology; Geology; Biology; Mathematics","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":[0.00275141,0.0005250091,0.0002494964,0.0008873504,0.0003606975,0.0008542203,0.000512442,0.0003553587,0.0003835568],"category_scores_gemma":[0.007368183,0.0004024449,0.0002335102,0.0007552019,0.0003668574,0.0004205834,0.0004239327,0.000353587,0.0001300499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007690745,"about_ca_system_score_gemma":0.0004260712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01903784,"about_ca_topic_score_gemma":0.03359496,"domain_scores_codex":[0.9988605,0.0003147951,0.00010993,0.000371602,0.0002854708,0.00005778937],"domain_scores_gemma":[0.9894109,0.004471934,0.002210577,0.0007928007,0.002933446,0.0001802474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001946649,0.00006914729,0.9464458,0.0001466475,0.0003568814,0.00007113905,0.0005163462,0.001117958,0.03526833,0.00009730791,0.0002010531,0.01551474],"study_design_scores_gemma":[0.000004836018,0.00007207978,0.9881839,0.00001661193,0.00006439212,0.00006039805,0.0002339683,0.001109586,0.009511398,0.00004940883,0.0006849869,0.000008453153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886002,0.0020083,0.005733879,0.0001002719,0.00002799756,0.00004105325,0.0007055479,0.00007045679,0.002712185],"genre_scores_gemma":[0.9927401,0.000478346,0.005206082,0.00007385878,0.00001263459,0.00004678534,0.0005963601,0.00002949719,0.0008163599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01903784,"threshold_uncertainty_score":0.03785408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03274419035608174,"score_gpt":0.2608655853941226,"score_spread":0.2281213950380409,"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."}}