{"id":"W2606000207","doi":"10.1104/pp.17.00434","title":"Defining the Diverse Cell Populations Contributing to Lignification in Arabidopsis Stems","year":2017,"lang":"en","type":"article","venue":"PLANT PHYSIOLOGY","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of British Columbia","funders":"","keywords":"Monolignol; Arabidopsis; Xylem; Lignin; Secondary cell wall; Cell wall; Biology; Arabidopsis thaliana; Parenchyma; Botany; Cell biology; Biochemistry; Gene; Biosynthesis; Mutant","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":[],"consensus_categories":[],"category_scores_codex":[0.0002416392,0.00009598406,0.0001373785,0.00004222246,0.0004322777,0.00003166667,0.0003716541,0.00008845969,0.000008146927],"category_scores_gemma":[0.0002432302,0.00007299828,0.00005180434,0.00004126234,0.00003885945,0.000004378144,0.0002432404,0.00007742504,0.00005312958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001000466,"about_ca_system_score_gemma":0.00002115331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000200458,"about_ca_topic_score_gemma":0.0003820052,"domain_scores_codex":[0.9991399,0.0000957692,0.0001689882,0.000275771,0.00006193631,0.0002576261],"domain_scores_gemma":[0.9991976,0.00003673774,0.0001640524,0.000522866,0.00003279369,0.00004593437],"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":[0.00004679553,0.00002430899,0.01898935,0.000002636211,0.00001257443,0.000001529018,0.00005347016,0.0008157925,0.9738999,0.0002431839,0.005703221,0.0002072563],"study_design_scores_gemma":[0.0007873392,0.00009535495,0.5398855,0.00003298559,0.00004660864,0.000009547362,0.0004527571,0.001934835,0.4353991,0.000235823,0.02075231,0.0003678229],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979818,0.00007510056,0.0002485717,0.0003930705,0.0001588191,0.0001299179,0.0001628731,0.000006795793,0.0008430313],"genre_scores_gemma":[0.9985982,0.00003563947,0.0001702332,0.0002286774,0.00009546736,0.00002671634,0.0005805287,0.000006394366,0.0002581848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5385008,"threshold_uncertainty_score":0.3324774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157059034498427,"score_gpt":0.2761123797182704,"score_spread":0.2545417893732861,"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."}}