{"id":"W4391476405","doi":"10.1038/s41467-024-45246-7","title":"Molecular-level architecture of Chlamydomonas reinhardtii’s glycoprotein-rich cell wall","year":2024,"lang":"en","type":"article","venue":"Nature Communications","topic":"Algal biology and biofuel production","field":"Energy","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Division of Materials Research; Fonds de recherche du Québec – Nature et technologies; U.S. Department of Health and Human Services; Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; Office of Science; Centers for Disease Control and Prevention; Novo Nordisk Fonden; Centre National de la Recherche Scientifique; National Institute of General Medical Sciences; High Magnetic Field Laboratory, Chinese Academy of Sciences; National High Magnetic Field Laboratory; Novo Nordisk; Danmarks Grundforskningsfond; National Research Foundation; Wind Energy Technologies Office; Government of Canada; Mizutani Foundation for Glycoscience; National Science Foundation; Universität zu Köln; Washington University in St. Louis; National Institutes of Health; U.S. Department of Energy; Villum Fonden","keywords":"Chlamydomonas reinhardtii; Cell wall; Glycan; Chlamydomonas; Cellulose; Biophysics; Chemistry; Polysaccharide; Glycoprotein; Biochemistry; Nanotechnology; Biology; Materials science; Gene","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":[0.00004656956,0.0001941147,0.0001277235,0.0001228765,0.0003085177,0.0003241876,0.0004557673,0.0003110888,0.001106195],"category_scores_gemma":[0.00008877844,0.0001976038,0.0001811516,0.000106421,0.0002992021,0.0002917706,0.0001420647,0.0004551093,0.0001643725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005642946,"about_ca_system_score_gemma":0.000450057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01276576,"about_ca_topic_score_gemma":0.008847422,"domain_scores_codex":[0.9999729,0.000001667368,8.730863e-7,0.000007353445,0.000008015402,0.000009256905],"domain_scores_gemma":[0.9999719,0.000006445926,0.000005966313,0.000005772418,0.000004201843,0.000005815805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007817765,0.0000553475,0.004557282,0.0001400399,0.00004987453,0.0003628565,0.0001583411,0.05914393,0.9253553,0.007426692,0.0003494419,0.002322742],"study_design_scores_gemma":[0.00005731529,0.0002887608,0.08570264,0.00003501806,0.00009950065,0.0004376697,0.0005565335,0.6438549,0.2540265,0.00805994,0.006748593,0.0001325954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915327,0.0003822525,0.005743645,0.0001110453,0.00000892615,0.000006217228,0.0002837952,0.0001214829,0.001809777],"genre_scores_gemma":[0.9971147,0.0002661793,0.00197875,0.00001816764,0.000001777516,0.000005333564,0.0001804515,0.00001595602,0.0004187163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01276576,"threshold_uncertainty_score":0.02538294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887415233358095,"score_gpt":0.2740092141950292,"score_spread":0.2551350618614482,"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."}}