{"id":"W4400856073","doi":"10.1111/plb.13627","title":"How lignin biosynthesis responds to nitrogen in plants: a scoping review","year":2024,"lang":"en","type":"review","venue":"Plant Biology","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"China Scholarship Council","keywords":"Lignin; Biosynthesis; MYB; Biology; Biochemistry; Cinnamyl-alcohol dehydrogenase; Enzyme; Botany; Gene; Transcription factor","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000690642,0.0006873023,0.002326773,0.0007253172,0.00004213567,0.00005557344,0.0007945863,0.0008374575,0.00002824301],"category_scores_gemma":[0.0005757,0.0005027701,0.000613872,0.0005463894,0.00004796328,0.000003125906,0.0005550777,0.0003572026,0.0003020928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005424519,"about_ca_system_score_gemma":0.0004231421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001633789,"about_ca_topic_score_gemma":0.0001916809,"domain_scores_codex":[0.9964123,0.0007177772,0.0008203014,0.00129388,0.00013705,0.0006186874],"domain_scores_gemma":[0.998547,0.0001548102,0.0002830572,0.0007848736,0.00002891071,0.0002013876],"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":[0.0001145956,0.0001213937,0.00003560293,0.13488,0.001650651,0.0005787524,0.00002628303,4.845112e-7,0.02334497,0.00004447329,0.3995174,0.4396853],"study_design_scores_gemma":[0.00005318955,0.00007758575,3.631151e-8,0.19645,0.0005004861,0.0002228345,0.000004891947,7.810856e-7,0.001332427,0.00001056745,0.8008702,0.0004769751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003521628,0.9952816,0.00001718657,0.0003215844,0.0002538557,0.00116057,0.002604451,0.0000354601,0.0002900461],"genre_scores_gemma":[0.000012864,0.9920812,0.0002160076,0.0006403358,0.0002989693,0.0004528208,0.005459332,0.00007167144,0.0007667529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4392084,"threshold_uncertainty_score":0.9997424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04483315492293714,"score_gpt":0.3547843295384462,"score_spread":0.3099511746155091,"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."}}