{"id":"W4319058463","doi":"10.1073/pnas.2219792120","title":"How to help Ukrainian scientists overcome Russia’s invasion and advance sustainability","year":2023,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Environmental and Biological Research in Conflict Zones","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health","funders":"","keywords":"Biosphere; Ecology; Sustainability; Ukrainian; Microbial population biology; Biology; Microbial ecology; Glacier; Environmental ethics; Environmental resource management; Environmental science; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009683226,0.0006241097,0.0006047849,0.001017811,0.004253076,0.007610787,0.0009051089,0.005047459,0.008804765],"category_scores_gemma":[0.01538706,0.0002372979,0.0006491387,0.0006548633,0.003592995,0.008396425,0.006579407,0.004753966,0.003344421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002631111,"about_ca_system_score_gemma":0.01887108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508224,"about_ca_topic_score_gemma":0.008254565,"domain_scores_codex":[0.996608,0.001883753,0.0001531666,0.0002513772,0.0003915024,0.000712324],"domain_scores_gemma":[0.9915705,0.002362683,0.000632499,0.0008204245,0.002166825,0.002447137],"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":[0.0002082841,0.0003685234,0.01594393,0.002402524,0.000554143,0.00102824,0.0150796,0.0024471,0.004445597,0.1238087,0.4164587,0.4172547],"study_design_scores_gemma":[0.00005361757,0.0001490254,0.005099001,0.001081021,0.0001249705,0.0003299906,0.01242795,0.0005764294,0.001951764,0.07246369,0.9056846,0.00005784618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.037645,0.03648092,0.0113761,0.8345631,0.01325637,0.0001144054,0.0003558751,0.0008671901,0.06534101],"genre_scores_gemma":[0.6816205,0.03890185,0.03043119,0.1968014,0.004294471,0.0003289591,0.0006597626,0.0004971918,0.04646471],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009683226,"threshold_uncertainty_score":0.0512104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05180878683803656,"score_gpt":0.3279902258697557,"score_spread":0.2761814390317191,"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."}}