{"id":"W4309908946","doi":"10.1093/femsec/fiac144","title":"Early season soil microbiome best predicts wheat grain quality","year":2022,"lang":"en","type":"article","venue":"FEMS Microbiology Ecology","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Fonds de recherche du Québec – Nature et technologies; University of Waterloo; Compute Canada","keywords":"Biology; Growing season; Agronomy; Predictive power; Biotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000344532,0.0003308472,0.0003395788,0.0002282589,0.0001530638,0.0006171601,0.00009278964,0.0002939132,0.0006323387],"category_scores_gemma":[0.00080188,0.0001212591,0.0003470344,0.0002695696,0.0001018894,0.0003653326,0.0002714288,0.0003041565,0.0002218147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201793,"about_ca_system_score_gemma":0.0001877944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004421663,"about_ca_topic_score_gemma":0.008424294,"domain_scores_codex":[0.9998806,0.00002519441,0.0000066893,0.00005129821,0.00001041522,0.00002592282],"domain_scores_gemma":[0.9997483,0.00007803262,0.00007966294,0.00001758726,0.00003798222,0.00003842862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005790112,0.0001039661,0.9085194,0.0000787448,0.0001802146,0.00008697755,0.0001133302,0.008755078,0.06038059,0.0000979212,0.0004445453,0.02066009],"study_design_scores_gemma":[0.000006374072,0.0001259278,0.9555801,0.00001489843,0.00004851102,0.00005236191,0.0001464552,0.04021774,0.002922586,0.0002555865,0.0006167161,0.00001261584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963129,0.0002703846,0.002278937,0.00005212576,0.00000747206,0.000005323997,0.0006993793,0.00003174585,0.0003417069],"genre_scores_gemma":[0.9983672,0.00007746559,0.0007453414,0.00002193255,0.000004395333,0.000002807166,0.0006327053,0.000006441969,0.0001416845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004421663,"threshold_uncertainty_score":0.008791804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165557335470476,"score_gpt":0.2267312843391264,"score_spread":0.2101755507920788,"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."}}