{"id":"W1981192389","doi":"10.3390/ijms16023452","title":"Starting to Gel: How Arabidopsis Seed Coat Epidermal Cells Produce Specialized Secondary Cell Walls","year":2015,"lang":"en","type":"review","venue":"International Journal of Molecular Sciences","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; China Steel Corporation; China Scholarship Council","keywords":"Mucilage; Cell wall; Arabidopsis; Epidermis (zoology); Polysaccharide; Pectin; Arabidopsis thaliana; Secondary cell wall; Thickening; Coat; Biology; Mutant; Secretion; Botany; Cell biology; Chemistry; Biochemistry; Gene; Polymer science; Anatomy; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002254621,0.0003815294,0.001042041,0.000164771,0.0001346205,0.0006456091,0.002339347,0.0001682845,0.0002442603],"category_scores_gemma":[0.0001849715,0.0001555559,0.0006446284,0.0005457202,0.0001143983,0.0003580757,0.0002848649,0.0004449683,0.00007670322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353529,"about_ca_system_score_gemma":0.0003945641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007330228,"about_ca_topic_score_gemma":0.00003185414,"domain_scores_codex":[0.9961775,0.0003359665,0.0009066573,0.0004918095,0.001643564,0.0004444995],"domain_scores_gemma":[0.9972195,0.0003379212,0.001393843,0.00008265012,0.0005937215,0.0003723667],"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":[0.00003139261,0.0001222559,0.00002137166,0.0001687545,0.0001656261,0.000578472,0.0001223543,0.00004935117,0.04702939,0.00003525896,0.00634944,0.9453263],"study_design_scores_gemma":[0.0001429078,0.0003159274,0.00001804929,0.001342083,0.0001347523,0.000177602,0.0001197866,0.000009533182,0.006756749,0.0002373436,0.9903291,0.0004161496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02891588,0.9621233,0.00003572326,0.002960071,0.00338211,0.0005119736,0.0003153913,0.00002432815,0.001731234],"genre_scores_gemma":[0.006436731,0.986549,0.001902593,0.001324377,0.002759638,0.00001070307,0.00005934539,0.00000816465,0.0009494203],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9839797,"threshold_uncertainty_score":0.6343384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026976502196941,"score_gpt":0.291578285603617,"score_spread":0.2413085205816476,"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."}}