{"id":"W4409054114","doi":"10.1016/j.biotechadv.2025.108573","title":"Genetic mechanisms, biological function, and biotechnological advance in sorghum tannins research","year":2025,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"Higher Education Discipline Innovation Project; Jiangsu Provincial Department of Human Resources and Social Security; Jilin Agricultural University; People's Government of Jilin Province","keywords":"Sorghum; Biotechnology; Function (biology); Biology; Sorghum bicolor; Business; Agronomy; Evolutionary biology","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":[0.0005616594,0.000600079,0.0006817241,0.001934722,0.000239479,0.0008188745,0.0005196594,0.0009156875,0.002093283],"category_scores_gemma":[0.0005181365,0.0002968622,0.0004416199,0.002020353,0.0003997249,0.00110105,0.0005561832,0.001382015,0.001148458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005940268,"about_ca_system_score_gemma":0.001119051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009186898,"about_ca_topic_score_gemma":0.001538899,"domain_scores_codex":[0.9998722,0.0000213954,0.0000187048,0.00002863195,0.00004171785,0.00001726187],"domain_scores_gemma":[0.9997476,0.0001169009,0.00002792113,0.00001051953,0.00007012286,0.00002701008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001405144,0.0001008485,0.0003292343,0.02835561,0.00009977882,0.0003830825,0.0001109135,0.0007868792,0.01955109,0.01137023,0.0132344,0.9255373],"study_design_scores_gemma":[0.00001377744,0.0001419361,0.001106367,0.001964248,0.0001056024,0.000791951,0.00005897213,0.0001311966,0.002979237,0.002511235,0.990175,0.00002046405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004038019,0.9976773,0.0002980969,0.0003124291,0.0001429701,0.000004237687,0.00002498299,0.000007920562,0.001128218],"genre_scores_gemma":[0.001786278,0.9970372,0.0003888311,0.0001591666,0.00006419557,0.000005978783,0.00004095048,0.000001666627,0.000515851],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002093283,"threshold_uncertainty_score":0.007002711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03758216346190402,"score_gpt":0.3661948393682303,"score_spread":0.3286126759063263,"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."}}