{"id":"W2688990595","doi":"10.1038/nchembio.2419","title":"Another brick in the wall","year":2017,"lang":"en","type":"letter","venue":"Nature Chemical Biology","topic":"Legume Nitrogen Fixing Symbiosis","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Peptidoglycan; Lipid II; Cell wall; Brick; Bacterial cell structure; Component (thermodynamics); Chemistry; Computational biology; Microbiology; Cell biology; Biology; Bacteria; Nanotechnology; Biochemistry; Materials science; Genetics; Physics","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002507704,0.0003258784,0.0004015988,0.0000158925,0.00009813974,0.00007123171,0.002133116,0.004900313,0.0003897183],"category_scores_gemma":[0.0002833713,0.00009057728,0.0002352049,0.0001448921,0.0002438059,0.00003371563,0.0001495177,0.004955734,0.0001557372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005098365,"about_ca_system_score_gemma":0.00001071772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002697165,"about_ca_topic_score_gemma":0.00007626378,"domain_scores_codex":[0.9981714,0.0002006139,0.0002323456,0.0006305358,0.000191742,0.0005733131],"domain_scores_gemma":[0.9987891,0.0006891371,0.0001873,0.0002625434,0.0000476564,0.00002428831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006653255,0.000021563,0.0009915079,0.000006253032,0.00001652835,0.00006862987,0.00001463371,2.19085e-10,0.2056938,0.00002708144,0.7904534,0.002700005],"study_design_scores_gemma":[0.0000888356,0.00004133676,0.001466047,0.00001954767,0.00001548156,0.00004031252,0.000002739436,1.73511e-7,0.01125759,0.001488155,0.9853053,0.0002744766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1678981,0.001108637,1.567306e-8,0.8260696,0.0003314441,0.0002343973,0.0001081726,0.00004965912,0.004199965],"genre_scores_gemma":[0.3096959,0.00001376857,0.0000208625,0.6847553,0.004004217,0.00003388159,0.0009644539,0.000002690569,0.0005089213],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1948519,"threshold_uncertainty_score":0.9973398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515545566897166,"score_gpt":0.2417733600136145,"score_spread":0.2266179043446428,"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."}}