{"id":"W4402795108","doi":"10.14321/aehm.027.01.01","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"U.S. Geological Survey; Ministère de l’Environnement, de la Protection de la nature et des Parcs","keywords":"Geography","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":[0.001268234,0.0008383624,0.0007060186,0.001564518,0.003549457,0.003448163,0.001371779,0.001411324,0.5504356],"category_scores_gemma":[0.006382349,0.0002938983,0.0004305421,0.001485135,0.0007534537,0.003028674,0.002831947,0.002734255,0.3330983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892578,"about_ca_system_score_gemma":0.002137906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005957623,"about_ca_topic_score_gemma":0.01005575,"domain_scores_codex":[0.9991162,0.0001287997,0.00006109029,0.0002112073,0.0003731532,0.0001094378],"domain_scores_gemma":[0.9968175,0.0004168377,0.0001230069,0.0002971732,0.0018,0.0005455114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001625355,0.000008824491,0.0001389848,0.00005122933,0.000001140758,0.0000358827,0.0001145392,0.00001207606,0.00006381567,0.002882849,0.9717618,0.02491261],"study_design_scores_gemma":[0.000001022234,0.000004653213,0.0001933979,0.00002895954,4.455909e-7,0.0000325648,0.00007420941,0.00000509386,0.00001727038,0.0003439929,0.9992971,0.000001351936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001827796,0.01005846,0.002778703,0.03429966,0.07753432,0.0003426548,0.01005122,0.001337209,0.8617699],"genre_scores_gemma":[0.005521541,0.00329624,0.001233852,0.005718373,0.006904239,0.0001412943,0.005700367,0.0005143646,0.9709696],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5504356,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009242950061437907,"score_gpt":0.251142649250893,"score_spread":0.2418996991894551,"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."}}