{"id":"W4322399302","doi":"10.5281/zenodo.5109802","title":"UNESCO Harmful Algae News NO.63","year":2019,"lang":"en","type":"article","venue":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministerio de Ciencia, Tecnología y Medio Ambiente; Centre National de la Recherche Scientifique","keywords":"Algae; Biology; Environmental science; Botany","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001270461,0.001146349,0.0006429027,0.001502754,0.001756485,0.005380499,0.001330848,0.004972087,0.1699664],"category_scores_gemma":[0.003621589,0.0005887182,0.0007098318,0.002512468,0.0008189587,0.002715923,0.002481496,0.00362113,0.09863477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001967212,"about_ca_system_score_gemma":0.004583633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03731415,"about_ca_topic_score_gemma":0.04641629,"domain_scores_codex":[0.9987701,0.00009442502,0.0000862138,0.0001233462,0.0007724345,0.0001534631],"domain_scores_gemma":[0.9986339,0.0001989357,0.0001176534,0.0001511369,0.0007368181,0.0001616031],"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":[0.0000433947,0.00002518177,0.0001636336,0.0004049268,0.000003635217,0.0001263821,0.00007988948,0.00004105371,0.0006821527,0.001638075,0.950198,0.0465938],"study_design_scores_gemma":[0.000002332083,0.000003648757,0.0002477501,0.000130392,0.000001013727,0.00001861691,0.00005198599,0.000005604376,0.00009593977,0.0002111854,0.999229,0.000002531181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001154225,0.033053,0.0007852971,0.05469754,0.02971584,0.0004543414,0.01349782,0.000895778,0.8657461],"genre_scores_gemma":[0.002798765,0.01525864,0.0008097658,0.01310087,0.001944487,0.0001973415,0.00598288,0.0003184036,0.959589],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1699664,"threshold_uncertainty_score":0.5685942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1267526489980343,"score_gpt":0.2903156923652281,"score_spread":0.1635630433671938,"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."}}