{"id":"W4367853603","doi":"10.24072/pci.evolbiol.100628","title":"Plant resistance to pathogens: just you wait?","year":2023,"lang":"en","type":"article","venue":"Peer Community in Evolutionary Biology","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Dilemma; Resistance (ecology); Art; Philosophy; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004763108,0.000105657,0.0001574442,0.00005164543,0.0004468994,0.00001340491,0.0003469625,0.00006668364,0.0001191175],"category_scores_gemma":[0.0001276635,0.00004996598,0.00003810797,0.0007931142,0.00006734657,0.00005166962,0.0004302055,0.0001759034,0.0002954576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003247621,"about_ca_system_score_gemma":0.000003425691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002012587,"about_ca_topic_score_gemma":0.002583644,"domain_scores_codex":[0.9989427,0.0003319509,0.0001981337,0.0001504195,0.0001099066,0.0002669332],"domain_scores_gemma":[0.9994704,0.0002678252,0.00004187093,0.0001021896,0.00007630736,0.00004141185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003231663,0.0006764062,0.5399207,0.00006633507,0.00008193906,0.00004117876,0.003734557,0.00006239045,0.1823048,0.02418693,0.2350598,0.01354183],"study_design_scores_gemma":[0.0000700223,0.00005660189,0.7645346,0.00001343579,0.000002715309,0.000001095069,0.002213849,0.00003050995,0.00002642997,0.001978834,0.2309551,0.0001168375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792163,0.00008964261,0.00000595753,0.0170412,0.0001838408,0.0001670029,0.0003895992,0.0001540061,0.002752431],"genre_scores_gemma":[0.9934608,0.00009960335,0.00005359178,0.0006858495,0.00008537344,0.00006123793,0.001833282,8.700605e-7,0.003719428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2246139,"threshold_uncertainty_score":0.3797608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07168119303547929,"score_gpt":0.274762730332234,"score_spread":0.2030815372967547,"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."}}