{"id":"W4414260376","doi":"10.20870/oeno-one.2025.59.3.8363","title":"Experimental field trials model how the climate crisis will alter phyllosphere and carposphere fungal communities of &lt;i&gt;Vitis&lt;/i&gt; sp. L’Acadie blanc across growth stages","year":2025,"lang":"en","type":"article","venue":"OENO One","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Cégep Saint-Jean-sur-Richelieu; Agriculture and Agri-Food Canada; Université de Montréal; Espace pour la vie","funders":"","keywords":"Phyllosphere; Phenology; Fungal Diversity; Species richness; Climate change; Ripening; Viticulture; Epiphyte","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001238604,0.0007675765,0.0007781164,0.0002667384,0.0007142111,0.0007069074,0.001353607,0.001069262,0.00548871],"category_scores_gemma":[0.000838427,0.0004289829,0.0007703673,0.0002916964,0.0005234258,0.0005577807,0.000688973,0.002418621,0.0008631837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562573,"about_ca_system_score_gemma":0.001044659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004415705,"about_ca_topic_score_gemma":0.009953856,"domain_scores_codex":[0.9990463,0.0001797379,0.00007480325,0.0004035732,0.0001277607,0.0001678724],"domain_scores_gemma":[0.9977919,0.0004192787,0.0005298274,0.0003497596,0.0004117075,0.0004976181],"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":[0.01075697,0.01406566,0.01460912,0.0009715934,0.0003559967,0.0003175969,0.0004428484,0.00236237,0.9355462,0.0007801345,0.003365628,0.0164258],"study_design_scores_gemma":[0.004840856,0.2023016,0.2845399,0.0004197131,0.001919502,0.0003866103,0.001571629,0.01696831,0.4200314,0.003857042,0.06279523,0.0003681544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841861,0.0006893507,0.004968797,0.0002878752,0.0003058303,0.001703484,0.003705976,0.0002069811,0.003945466],"genre_scores_gemma":[0.9458928,0.0006971772,0.01972326,0.001545363,0.0001166847,0.01092611,0.008230281,0.000185522,0.01268268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00548871,"threshold_uncertainty_score":0.01836163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05663407782661074,"score_gpt":0.3078913217402731,"score_spread":0.2512572439136623,"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."}}