{"id":"W4387355268","doi":"10.5281/zenodo.8406489","title":"UNESCO Harmful Algae News NO.73","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Algae; Political science; Biology; 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":[0.0007198913,0.0008527605,0.0004039921,0.001429589,0.0008964634,0.003249237,0.0008733307,0.001989229,0.1484132],"category_scores_gemma":[0.001611396,0.0004232924,0.0004211531,0.002587557,0.000444502,0.001509488,0.001342843,0.002060155,0.09204119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00152472,"about_ca_system_score_gemma":0.002737861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05044289,"about_ca_topic_score_gemma":0.05903257,"domain_scores_codex":[0.999441,0.00003455879,0.00003301632,0.00005214635,0.0003592751,0.0000800169],"domain_scores_gemma":[0.9990923,0.0001028316,0.00008245998,0.00008110981,0.0005269705,0.0001142831],"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":[0.00003600913,0.00001819371,0.0002444206,0.0003329011,0.0000024773,0.00007473834,0.00004219114,0.00003486059,0.0004469496,0.0008089542,0.9368963,0.06106205],"study_design_scores_gemma":[0.00000192167,0.000002678322,0.0006329026,0.00009003277,8.280163e-7,0.00001263688,0.00002955615,0.000006281672,0.00007194589,0.0001077478,0.9990415,0.000002009521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001489696,0.02037339,0.0006799935,0.03012435,0.0169264,0.0004081529,0.03409925,0.001023481,0.8948753],"genre_scores_gemma":[0.003261831,0.01172163,0.0008407977,0.007015856,0.001481864,0.0001570731,0.01540847,0.0002962685,0.9598163],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1484132,"threshold_uncertainty_score":0.4964916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716239746734708,"score_gpt":0.2208668473384505,"score_spread":0.1837044498711034,"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."}}