{"id":"W4409377962","doi":"10.1101/2025.04.11.648446","title":"Root Microbial Functions and Robust Network Drive High-yielding Canola Genotype","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Microbial Metabolites in Food Biotechnology","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"","keywords":"Canola; Genotype; Root (linguistics); Biology; Mathematics; Agronomy; Genetics; Gene","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":[0.0001656266,0.0003315099,0.0002434233,0.0003955254,0.0002586835,0.000508983,0.0001472992,0.0002842419,0.000907461],"category_scores_gemma":[0.0004595636,0.0001603589,0.0001666353,0.000368147,0.0001778653,0.0002805703,0.0003731528,0.0003168822,0.0002268815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003859274,"about_ca_system_score_gemma":0.000183075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204018,"about_ca_topic_score_gemma":0.006926324,"domain_scores_codex":[0.999795,0.00002306081,0.00001024428,0.00009449803,0.00003922174,0.00003802321],"domain_scores_gemma":[0.9997287,0.00006564664,0.00007457718,0.00003632301,0.0000464317,0.00004816341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001737967,0.000016451,0.01643116,0.0000484903,0.00002854496,0.00005092952,0.000139362,0.0004489573,0.9781692,0.0001669472,0.00009671621,0.004229488],"study_design_scores_gemma":[0.00002305752,0.0001583495,0.7006752,0.00002320124,0.0001080773,0.0003624401,0.0006468972,0.01039618,0.282887,0.00090732,0.003756493,0.00005588751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972752,0.0001864975,0.001111277,0.0000370378,0.000003000598,0.000003962566,0.0008317336,0.00007202309,0.0004793617],"genre_scores_gemma":[0.996549,0.00008133904,0.001535019,0.0000373601,0.000002182256,0.00001546295,0.001090751,0.0000441045,0.0006446717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003204018,"threshold_uncertainty_score":0.006370723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075968143210436,"score_gpt":0.2093407155922471,"score_spread":0.1985810341601427,"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."}}