{"id":"W4400022793","doi":"10.17180/ciag-2024-vol94-art26","title":"Développement d’outils de caractérisation et de détection des champignons présentant des risques émergents sur fruitiers à pépins : Alternaria sppet Venturia sppInnovations agronomiques 94, 387-400","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fungal Plant Pathogen Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office Français de la Biodiversité; Ministry of Agriculture - Saskatchewan","keywords":"Biology; Alternaria; Horticulture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003677789,0.000257362,0.0002160903,0.0000864011,0.0005983939,0.0005496236,0.0004386599,0.0001440735,0.0002613243],"category_scores_gemma":[0.0006545812,0.0001628264,0.000162265,0.0005654984,0.00016309,0.0004546271,0.0001500728,0.0002749479,0.00003811081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781081,"about_ca_system_score_gemma":0.0001666795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003649166,"about_ca_topic_score_gemma":0.0127766,"domain_scores_codex":[0.9961447,0.00212442,0.0004545364,0.0005084464,0.0002662268,0.000501659],"domain_scores_gemma":[0.9978876,0.0009186945,0.0001780468,0.0002445108,0.0005837586,0.000187371],"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":[0.00003027248,0.0004021445,0.03387482,0.0000681245,0.0001198898,0.00001365903,0.006587668,0.00004246508,0.8636296,0.01624077,0.001602087,0.07738849],"study_design_scores_gemma":[0.0005139867,0.00001160398,0.4773646,0.001657457,0.0001091468,0.00008388908,0.0008807663,0.01594743,0.4599245,0.01025782,0.03246456,0.0007842215],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722103,0.0007258903,0.01294027,0.007082745,0.0002475409,0.000417928,0.0002236688,0.0003606432,0.00579105],"genre_scores_gemma":[0.9899226,0.0008050097,0.007085138,0.0001691715,0.00009166913,0.00009850392,0.0005856421,0.000008537068,0.001233744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434898,"threshold_uncertainty_score":0.7129644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236257009105336,"score_gpt":0.2460268657321482,"score_spread":0.2224011648216146,"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."}}