{"id":"W3217129864","doi":"10.1111/nph.17898","title":"FLA11 and FLA12 glycoproteins fine‐tune stem secondary wall properties in response to mechanical stresses","year":2021,"lang":"en","type":"article","venue":"New Phytologist","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Chinese Academy of Sciences; Australian Research Council; Zhejiang A and F University; La Trobe University","keywords":"Xylem; Secondary cell wall; Cell wall; Arabidopsis; Chemistry; Biophysics; Cell biology; Cellulose; Lignin; Botany; Gene; Biology; Biochemistry","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":[0.00008666916,0.0004185921,0.0001700495,0.0001763427,0.0001505127,0.000338466,0.0001123932,0.0002708262,0.0008970231],"category_scores_gemma":[0.0000781447,0.0001930309,0.000244716,0.0001280596,0.0001709331,0.0002591958,0.0002059585,0.000431938,0.0004054426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015947,"about_ca_system_score_gemma":0.0001262193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008440217,"about_ca_topic_score_gemma":0.001440122,"domain_scores_codex":[0.9999189,0.000006818824,0.000005741904,0.00002682064,0.00001665041,0.00002495955],"domain_scores_gemma":[0.9998938,0.00001214391,0.00003058141,0.00001089578,0.00001739508,0.00003510954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002065988,0.000002869649,0.0001634509,0.000005610206,0.00000101472,0.000008120694,0.000004169342,0.00001981223,0.9994206,0.00001623324,0.00001379532,0.0003236338],"study_design_scores_gemma":[0.000009145953,0.00007009507,0.0393329,0.000004905037,0.00001686426,0.0001637876,0.00005970535,0.002449598,0.955493,0.00007612674,0.002313351,0.0000106329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964076,0.0003621047,0.001911663,0.00006371973,0.00000849919,0.00000915686,0.0004260251,0.00008968585,0.0007214658],"genre_scores_gemma":[0.994754,0.0001929466,0.00141123,0.0000638866,0.00000399225,0.00001681351,0.000701274,0.00002892354,0.002826895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008970231,"threshold_uncertainty_score":0.003000855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290466005634939,"score_gpt":0.2183132126879891,"score_spread":0.1854085526316397,"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."}}