{"id":"W4407946545","doi":"10.1016/j.isci.2025.111941","title":"Climate change impacts and the reshaping of Canadian viticulture","year":2025,"lang":"en","type":"article","venue":"iScience","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero dell'Università e della Ricerca; European Commission; National Aeronautics and Space Administration","keywords":"Viticulture; Climate change; Ecology; Chemistry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003510771,0.0002866701,0.000173607,0.0008624246,0.001850924,0.001659148,0.0005133288,0.0002475362,0.003257146],"category_scores_gemma":[0.001066521,0.0001276794,0.0005192625,0.00222815,0.0004740854,0.0005640499,0.0007255857,0.000537634,0.0001620939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02778488,"about_ca_system_score_gemma":0.02090714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9948949,"about_ca_topic_score_gemma":0.9974438,"domain_scores_codex":[0.9996927,0.00002314281,0.000008410948,0.00005702522,0.0001048678,0.0001139027],"domain_scores_gemma":[0.9993845,0.00002694746,0.00005620695,0.00002773005,0.0004151916,0.00008929865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003054781,0.00006216133,0.8191038,0.0003131173,0.0004130672,0.0005328995,0.002352741,0.01837431,0.007397808,0.008469383,0.0261764,0.1164989],"study_design_scores_gemma":[0.000006909194,0.00001137384,0.9698005,0.00003985879,0.00004896781,0.00004397977,0.001156023,0.003802508,0.0004551546,0.0003611216,0.02424737,0.00002616133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296429,0.004587745,0.002061461,0.006150241,0.0001568157,0.00003948182,0.01851614,0.000236764,0.03860857],"genre_scores_gemma":[0.9933785,0.001416049,0.0006764745,0.0001856312,0.00001039898,0.000007231852,0.002087701,0.00002294852,0.002215158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02778488,"threshold_uncertainty_score":0.2015944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05650803726991996,"score_gpt":0.2923586866841321,"score_spread":0.2358506494142122,"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."}}