{"id":"W4405202647","doi":"10.3389/fmars.2024.1458677","title":"Phytoplankton community composition links to environmental drivers across a fjord to shelf gradient on the central coast of British Columbia","year":2024,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Hakai Institute","keywords":"Phytoplankton; Spring bloom; Oceanography; Environmental science; Bloom; Diatom; Fjord; Biomass (ecology); Upwelling; Algal bloom; Chlorophyll a; Ecology; Nutrient; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001921769,0.0002887074,0.0002801666,0.001492817,0.002064194,0.001373774,0.0005917163,0.0003197357,0.002010886],"category_scores_gemma":[0.0009239603,0.000269736,0.0002292464,0.002764222,0.0006405734,0.000277216,0.0008442505,0.0003630249,0.0002590624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026846,"about_ca_system_score_gemma":0.007987352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852964,"about_ca_topic_score_gemma":0.995249,"domain_scores_codex":[0.9996901,0.00001882405,0.00002034925,0.00007522222,0.00007775352,0.0001177867],"domain_scores_gemma":[0.9987593,0.00005932815,0.0001297753,0.00003987049,0.000770272,0.0002414406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004590036,0.00001929523,0.9895655,0.000022972,0.00004578639,0.0001617009,0.001097768,0.0001746276,0.00139748,0.00004605322,0.0009391389,0.006483764],"study_design_scores_gemma":[9.437813e-7,0.000002685198,0.9984828,0.000009455998,0.000004982315,0.00001489918,0.001005228,0.00009945945,0.00003349151,0.000005150265,0.0003380452,0.00000293294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977586,0.0001330565,0.00003209114,0.0000705821,0.000004150026,0.000007961355,0.0007753388,0.000006584967,0.001211678],"genre_scores_gemma":[0.997722,0.0001298973,0.00007830491,0.00004474501,0.000001372903,0.000008330519,0.0006991368,0.00000407887,0.001312022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01470357,"threshold_uncertainty_score":0.0745033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009359157986349599,"score_gpt":0.2240874069460959,"score_spread":0.2147282489597463,"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."}}