{"id":"W4406676190","doi":"10.56367/oag-045-11711","title":"Building resilience in Canadian vineyards through grapevine selections","year":2025,"lang":"en","type":"article","venue":"Open Access Government","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Resilience (materials science); Vitis vinifera; Geography; Environmental resource management; Environmental science; Biology; Horticulture","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002775148,0.0001325287,0.0001678204,0.0000113522,0.0003994894,0.0009713655,0.001526574,0.00006028793,0.0009208049],"category_scores_gemma":[0.0001851392,0.00004826878,0.00004486145,0.001296216,0.00004058587,0.001103439,0.0007615715,0.0001727954,0.00002445278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007408802,"about_ca_system_score_gemma":0.00007720869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5910766,"about_ca_topic_score_gemma":0.875976,"domain_scores_codex":[0.9983922,0.00006589287,0.0002260119,0.0003696126,0.0003969004,0.0005493357],"domain_scores_gemma":[0.9995641,0.00009393026,0.00004002613,0.00007028639,0.00005798793,0.0001737285],"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":[0.0001312497,0.0004067765,0.3183868,0.00003968992,0.00006595693,0.00006354474,0.0001590796,0.0001315038,0.3492636,0.04062637,0.05865851,0.2320669],"study_design_scores_gemma":[0.0001443415,0.00006223229,0.6666394,0.00008653741,0.000005948193,0.00000195773,0.0002975412,0.00009052346,0.01252224,0.001065273,0.3189096,0.0001743953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119114,0.00008912828,0.000004909397,0.0202523,0.0001091803,0.0005899848,0.00004748698,0.00001692098,0.06697872],"genre_scores_gemma":[0.991038,0.0001348024,0.00008332627,0.0009706871,0.00004468771,0.0001165273,0.00001110265,5.656743e-7,0.007600356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3482526,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04998765473976062,"score_gpt":0.3906372937176049,"score_spread":0.3406496389778442,"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."}}