{"id":"W2788987706","doi":"10.7554/elife.32794","title":"Why plants make puzzle cells, and how their shape emerges","year":2018,"lang":"en","type":"article","venue":"eLife","topic":"Plant Molecular Biology Research","field":"Agricultural and Biological Sciences","cited_by":267,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Max-Planck-Gesellschaft; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Bundesministerium für Bildung und Forschung; European Research Council; Human Frontier Science Program; Natural Sciences and Engineering Research Council of Canada; European Commission; Marie Curie","keywords":"Turgor pressure; Plant cell; Epidermis (zoology); Mechanism (biology); Plant growth; Function (biology); Arabidopsis; Stress (linguistics); Mutant","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003156577,0.0002371154,0.0002748498,0.0001934561,0.0007243721,0.001993096,0.0004262534,0.001207001,0.001862336],"category_scores_gemma":[0.001382318,0.0004567617,0.0002901158,0.0001939583,0.001634808,0.002181012,0.0008378972,0.001297471,0.001610121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005083927,"about_ca_system_score_gemma":0.0004531695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007695763,"about_ca_topic_score_gemma":0.001330188,"domain_scores_codex":[0.999768,0.00003258347,0.000009149408,0.00006221022,0.00008054025,0.00004752351],"domain_scores_gemma":[0.9996206,0.00004904308,0.00007906305,0.0001015936,0.00007064877,0.00007915351],"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":[0.0002440507,0.00005170691,0.02475018,0.0003694598,0.00007733457,0.001596443,0.002222855,0.01254759,0.6888475,0.174889,0.009602124,0.08480176],"study_design_scores_gemma":[0.00010195,0.000256916,0.06306801,0.0001991882,0.0001085044,0.004225434,0.007528436,0.049465,0.2794914,0.3296763,0.2656167,0.0002620324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544473,0.006439261,0.09287766,0.01242535,0.0009274777,0.00004087849,0.0003928081,0.001112254,0.03133694],"genre_scores_gemma":[0.9738496,0.002217587,0.01290089,0.001011522,0.00006411786,0.00003010665,0.000186004,0.0002947807,0.009445298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001993096,"threshold_uncertainty_score":0.006230175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065840040042285,"score_gpt":0.2345789014306001,"score_spread":0.2039205010301773,"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."}}