{"id":"W4310515336","doi":"10.5281/zenodo.7383099","title":"UNESCO Harmful Algae News NO.71","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; National Oceanic and Atmospheric Administration; University of Canterbury; New Zealand Government; Pacific Salmon Foundation; Göteborgs Universitet; Universidad de Los Lagos","keywords":"Algae; Geography; Biology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008907554,0.00101295,0.0004737816,0.001510012,0.001093349,0.003147602,0.0009791902,0.002071541,0.1437911],"category_scores_gemma":[0.001915338,0.0005250729,0.0005222338,0.00240838,0.0005168912,0.001770154,0.001804325,0.002549428,0.07733449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683615,"about_ca_system_score_gemma":0.002926388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05171239,"about_ca_topic_score_gemma":0.06458382,"domain_scores_codex":[0.9993831,0.0000473643,0.00003902161,0.00006430558,0.0003671978,0.00009894292],"domain_scores_gemma":[0.9989285,0.000129525,0.00009476822,0.00010587,0.0006007166,0.0001404953],"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":[0.00004163674,0.00001665056,0.0002521806,0.0003857117,0.000003316832,0.00006642133,0.00005188274,0.00003815846,0.000546528,0.001012577,0.9374365,0.06014844],"study_design_scores_gemma":[0.000002160533,0.000002770068,0.0006543247,0.0001044096,0.00000104652,0.00001261193,0.00004049878,0.000007278134,0.0001013041,0.0001441842,0.9989268,0.000002549664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00190852,0.02928675,0.00106739,0.04285035,0.02564246,0.0004507653,0.0378909,0.001130243,0.8597726],"genre_scores_gemma":[0.004116859,0.01202616,0.001065484,0.007612731,0.001514491,0.000207276,0.0165771,0.0004144517,0.9564654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1437911,"threshold_uncertainty_score":0.481029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745988152015274,"score_gpt":0.2086642349126304,"score_spread":0.1912043533924777,"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."}}