{"id":"W3133367403","doi":"10.1002/9781119505457.ch14","title":"Microbiome Genomics and Functional Traits for Agricultural Sustainability","year":2020,"lang":"en","type":"other","venue":"","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Metagenomics; Microbiome; Biology; Function (biology); Genome; Biotechnology; Computational biology; Sustainable agriculture; Sustainability; Agriculture; Genomics; Ecology; Evolutionary biology; Gene; Genetics","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":[0.0004719972,0.0003971688,0.0002308379,0.0009265706,0.0003828027,0.001334231,0.0001986791,0.0005258003,0.01103751],"category_scores_gemma":[0.0005761737,0.0001076667,0.0002226606,0.001057926,0.0004439219,0.0008393211,0.0008703998,0.000440647,0.002264895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006629485,"about_ca_system_score_gemma":0.0005241755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320867,"about_ca_topic_score_gemma":0.001927706,"domain_scores_codex":[0.9998846,0.00002993854,0.000004293055,0.00002927644,0.00003044431,0.00002149129],"domain_scores_gemma":[0.9998572,0.00003690658,0.0000340227,0.00001085705,0.00002957898,0.00003145853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002786602,0.0001336343,0.02873213,0.001215548,0.00008859059,0.000407162,0.0004313978,0.001639951,0.1693992,0.08232421,0.02216423,0.6931853],"study_design_scores_gemma":[0.00002180766,0.0001745191,0.1849341,0.0007200509,0.00008766379,0.00121064,0.001250896,0.00552118,0.03475843,0.1393082,0.6319229,0.00008955364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3513588,0.1663579,0.06704757,0.04257536,0.001068922,0.0001631081,0.01456932,0.001503324,0.3553557],"genre_scores_gemma":[0.7981496,0.07159562,0.04815307,0.002390599,0.0005014535,0.0001206062,0.004384958,0.0002642129,0.07443986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01103751,"threshold_uncertainty_score":0.03692412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631295433960303,"score_gpt":0.2054880235713108,"score_spread":0.1891750692317077,"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."}}