{"id":"W4205846574","doi":"10.1073/pnas.2115639118","title":"Standards recommendations for the Earth BioGenome Project","year":2022,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia; Dalhousie University","funders":"U.S. National Library of Medicine; Biotechnology and Biological Sciences Research Council; National Museum of Natural History; European Molecular Biology Laboratory; Smithsonian Institution; Wellcome Trust; Howard Hughes Medical Institute; Villum Fonden; National Institutes of Health; Vetenskapsrådet; National Science Foundation","keywords":"Flexibility (engineering); Informatics; Computer science; Engineering management; Knowledge management; Data science; Political science; Engineering; Management","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":[0.05403335,0.002047957,0.00121849,0.01314785,0.003275281,0.009650677,0.007979512,0.01231674,0.03275329],"category_scores_gemma":[0.0934361,0.001452655,0.002672287,0.01421561,0.002572588,0.009615308,0.004813972,0.0112064,0.0314801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006004313,"about_ca_system_score_gemma":0.03666033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03868147,"about_ca_topic_score_gemma":0.02854926,"domain_scores_codex":[0.9560883,0.01110146,0.006007758,0.002013977,0.02243816,0.002350328],"domain_scores_gemma":[0.8694996,0.02176357,0.005206209,0.01067854,0.08758309,0.005268899],"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":[0.0001018469,0.0003068,0.001784168,0.001319726,0.00003769606,0.0003018074,0.001001544,0.002365095,0.00353074,0.08646614,0.7937812,0.1090033],"study_design_scores_gemma":[0.00002008078,0.00003224189,0.001419983,0.001174864,0.00002291083,0.00009135006,0.0004771429,0.0004014741,0.000794952,0.01428005,0.9812394,0.00004557137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005751489,0.00941405,0.2269949,0.1687373,0.02234368,0.006517944,0.04033236,0.01132748,0.5085809],"genre_scores_gemma":[0.01615109,0.0174291,0.5515371,0.03646019,0.002349384,0.009273737,0.1227849,0.005853964,0.2381605],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05403335,"threshold_uncertainty_score":0.2857591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05793915419070116,"score_gpt":0.335970130305748,"score_spread":0.2780309761150468,"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."}}