{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003249592,0.000289029,0.0003445981,0.0000535506,0.0004201749,0.0007892298,0.0008765787,0.00029417,0.00601563],"category_scores_gemma":[0.006000615,0.0001396032,0.0002012282,0.0009012549,0.0003283592,0.0008123773,0.0004404771,0.0005952689,0.01103111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767122,"about_ca_system_score_gemma":0.001798383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007780049,"about_ca_topic_score_gemma":0.002495807,"domain_scores_codex":[0.9923596,0.0001359977,0.0004360824,0.0008505175,0.005169135,0.00104871],"domain_scores_gemma":[0.9867826,0.00102153,0.0001204667,0.000166634,0.01152927,0.0003794938],"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":[0.0002142044,0.0005779803,0.002452764,0.00003544802,0.00008245251,0.00002606998,0.00008987663,0.00001361015,0.0935858,0.01181521,0.8255903,0.06551631],"study_design_scores_gemma":[0.0004386895,0.0005090025,0.01214589,0.00002777391,0.000003760696,0.00001583184,0.0001896579,0.00007884173,0.00040823,0.003515358,0.9823328,0.0003341807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5815656,0.000284575,0.000001940243,0.006148768,0.0006984778,0.0008796523,0.0006617503,0.0001371283,0.4096221],"genre_scores_gemma":[0.9474897,0.0001598564,0.00003442254,0.001890185,0.0009776145,0.00005883747,0.0003295793,0.000007393171,0.04905238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3659241,"threshold_uncertainty_score":0.994893,"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."}}