{"id":"W4411178011","doi":"10.1073/pnas.2502872122","title":"A physical model links structure and function in the plant immune system","year":2025,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tamkeen; York University; New York University Abu Dhabi; National Science Foundation","keywords":"Immune system; Function (biology); Biology; Immunology; Cell biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003627043,0.0004284671,0.0005046721,0.0004965992,0.0008251651,0.001258775,0.001210161,0.002335768,0.002913674],"category_scores_gemma":[0.0007451018,0.0003111609,0.0007780307,0.00023909,0.002246023,0.002991432,0.001020172,0.001086131,0.0006736818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009240783,"about_ca_system_score_gemma":0.0006267733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066475,"about_ca_topic_score_gemma":0.0003718059,"domain_scores_codex":[0.9997974,0.00005354173,0.000006435073,0.00004278003,0.00006922111,0.00003061599],"domain_scores_gemma":[0.9997562,0.0001162733,0.00002966528,0.00003555783,0.00003218282,0.00003021437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002193345,0.00006344102,0.0003155414,0.00009119881,0.00002052599,0.0002210625,0.0001175566,0.1305362,0.01031874,0.8537983,0.0009469065,0.003548738],"study_design_scores_gemma":[0.00002855335,0.00006022211,0.000398739,0.00001378219,0.000009998145,0.0001384267,0.00003952367,0.3365397,0.0005017579,0.6588892,0.00335643,0.00002362611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2838582,0.005668383,0.5679016,0.01893859,0.0007601435,0.0001460193,0.0003213621,0.0005792926,0.1218264],"genre_scores_gemma":[0.9539961,0.002002505,0.02833944,0.0008441524,0.0002553781,0.0001803752,0.00008333368,0.00006281136,0.01423591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002913674,"threshold_uncertainty_score":0.009747267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844737317822763,"score_gpt":0.2534657774837449,"score_spread":0.2250184043055173,"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."}}