{"id":"W3181121889","doi":"10.1016/j.csr.2021.104493","title":"Investigating Pseudo-nitzschia australis introduction to the Gulf of Maine with observations and models","year":2021,"lang":"en","type":"article","venue":"Continental Shelf Research","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; Fisheries and Oceans Canada; Florida Fish and Wildlife Conservation Commission; U.S. Navy; Woods Hole Oceanographic Institution; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Oceanography; Salinity; Bloom; Water mass; Temperature salinity diagrams; Environmental science; Hydrography; Fishery; Geography; Geology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001546082,0.00008048899,0.0001092254,0.0000476448,0.0002880009,0.00006339794,0.0001460648,0.0000320557,0.0008944419],"category_scores_gemma":[0.0004547179,0.00005606535,0.00002236479,0.0009189261,0.0003159231,0.000188261,0.00043806,0.0002501924,0.00001385686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006293334,"about_ca_system_score_gemma":0.00002934612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230802,"about_ca_topic_score_gemma":0.001032515,"domain_scores_codex":[0.9983963,0.0002684653,0.0001806794,0.0003073586,0.0006058253,0.0002413112],"domain_scores_gemma":[0.9992984,0.0001164489,0.00003653248,0.0003080752,0.0001115967,0.0001289299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009590652,0.0001864891,0.1281819,0.00006736727,0.0000442178,0.00001638464,0.001898488,0.01619338,0.7685012,0.005326412,0.03317182,0.04631638],"study_design_scores_gemma":[0.001317714,0.0006847248,0.7329298,0.00008135301,0.00003597378,0.0002557322,0.004015886,0.03896359,0.1123997,0.007613264,0.1011948,0.0005074929],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811041,0.00002126714,0.004666502,0.01065677,0.00004698678,0.0002447728,0.00001027578,0.00001490713,0.003234384],"genre_scores_gemma":[0.9560729,0.00001758481,0.03813544,0.0001272628,0.0001924211,0.00003550388,0.000009813655,0.00001256636,0.005396527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6561015,"threshold_uncertainty_score":0.9793512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0911189520060461,"score_gpt":0.3378286192778616,"score_spread":0.2467096672718155,"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."}}