{"id":"W3208152444","doi":"10.5194/os-17-1509-2021","title":"Winter observations alter the seasonal perspectives of the nutrient transport pathways into the lower St. Lawrence Estuary","year":2021,"lang":"en","type":"article","venue":"Ocean science","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Fisheries and Oceans Canada; Université du Québec à Rimouski","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Rimouski; Australian Research Council; Université Laval","keywords":"Estuary; Oceanography; Environmental science; Hydrology (agriculture); Salinity; Nutrient; Estuarine water circulation; Nitrate; Fluvial; Geology; Ecology; Geomorphology","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":[0.0005781457,0.0001190759,0.0001041125,0.000009889935,0.0009250211,0.00008699382,0.001183997,0.00002364225,0.0004094948],"category_scores_gemma":[0.000127584,0.00005151459,0.0001067481,0.001780465,0.002281812,0.0004032253,0.0000521624,0.0001808037,0.000006812109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005805922,"about_ca_system_score_gemma":0.0005710932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001250579,"about_ca_topic_score_gemma":0.0004770725,"domain_scores_codex":[0.9984221,0.00005927561,0.0001826432,0.0003437422,0.0007153748,0.0002769049],"domain_scores_gemma":[0.998948,0.0001811439,0.00009300391,0.0004483562,0.0002575197,0.00007196303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001493496,0.00009628519,0.9770021,0.00001452408,0.00001640194,0.00000815183,0.01431919,0.0006988152,0.0002596926,0.004300627,0.0008306737,0.002438544],"study_design_scores_gemma":[0.00008512511,0.00005628166,0.9765585,0.00004418029,0.00001878885,0.00001283707,0.01293688,0.001647232,0.001079848,0.00330047,0.004144182,0.0001156443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911881,0.001274895,0.0002792212,0.004453431,0.000364578,0.0001202363,0.00003642709,0.00001700401,0.00226612],"genre_scores_gemma":[0.9982469,0.0001193661,0.0004347541,0.0008634292,0.00006222761,6.767767e-7,0.000004304911,0.00000223711,0.0002661153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007058801,"threshold_uncertainty_score":0.8407431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490368707983404,"score_gpt":0.2058108437724724,"score_spread":0.1909071566926384,"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."}}