{"id":"W4214525752","doi":"10.1575/1912/28054","title":"Roadmap Towards Communitywide Intercalibration and Standardization of Ocean Nucleic Acids ‘Omics Measurements","year":2022,"lang":"en","type":"report","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simons Foundation; National Aeronautics and Space Administration; University of North Carolina at Chapel Hill; National Science Foundation","keywords":"Standardization; Metagenomics; Nucleic acid; Omics; Biogeochemistry; Computational biology; Biology; Computer science; Bioinformatics; Ecology; Biochemistry","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":[0.163521,0.002519449,0.001662398,0.005647031,0.002254855,0.007072061,0.006072121,0.003742151,0.004742998],"category_scores_gemma":[0.0535237,0.001151817,0.001729398,0.005016209,0.001788455,0.007134171,0.01087074,0.006205922,0.003753832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004967958,"about_ca_system_score_gemma":0.04782378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716058,"about_ca_topic_score_gemma":0.01087449,"domain_scores_codex":[0.9588029,0.01967086,0.003093268,0.00425493,0.01114339,0.00303465],"domain_scores_gemma":[0.8841416,0.01927902,0.005128015,0.01230082,0.07039165,0.008758863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005977572,0.001484202,0.01980546,0.003475652,0.0002403125,0.0002587076,0.002708011,0.01067585,0.03371151,0.04663296,0.08079229,0.7996173],"study_design_scores_gemma":[0.0002839006,0.001897742,0.03437757,0.003590131,0.0002102326,0.0004050309,0.005782929,0.02492381,0.04484077,0.05414706,0.8292146,0.0003263028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03322876,0.01306774,0.85313,0.04518393,0.003153521,0.004967765,0.008861186,0.005864331,0.03254269],"genre_scores_gemma":[0.04095832,0.002595175,0.9306467,0.003437882,0.0002671846,0.002241706,0.01644401,0.0004302332,0.002978766],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.163521,"threshold_uncertainty_score":0.8647922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0555829529601041,"score_gpt":0.2853991990065896,"score_spread":0.2298162460464855,"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."}}