{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001324046,0.0002413726,0.0003177879,0.00008225124,0.0001890427,0.0001268376,0.0003248562,0.00005382395,0.00158031],"category_scores_gemma":[0.000007095726,0.0002091928,0.00009261481,0.0004359243,0.00002156393,0.0001875716,0.0002127353,0.0001410094,0.01319372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007704349,"about_ca_system_score_gemma":0.00003045058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006194297,"about_ca_topic_score_gemma":0.002893978,"domain_scores_codex":[0.9974669,0.0001544922,0.0006983383,0.000587628,0.0005230346,0.0005696691],"domain_scores_gemma":[0.9989727,0.00009907613,0.0001306171,0.0005584987,0.000002653293,0.0002364487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002441962,0.0003304894,0.01334388,0.01498913,0.0005231332,0.0003936697,0.004032313,0.01109396,0.00001675661,0.1867349,0.3519562,0.4165611],"study_design_scores_gemma":[0.00024125,0.0001155535,0.002717321,0.0008408206,0.00003773559,0.00003271933,0.0003622729,0.3581633,0.000003218348,0.002964786,0.6341636,0.0003574316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2430782,0.005887801,0.1440651,0.01401433,0.007686786,0.009156268,0.0001293786,0.002099963,0.5738822],"genre_scores_gemma":[0.9871113,0.0001589166,0.002981175,0.0006222043,0.00009198183,0.0001780586,0.00002183463,0.00004476653,0.008789732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7440332,"threshold_uncertainty_score":0.9993324,"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."}}