{"id":"W4411832751","doi":"10.5376/ijh.2025.15.0015","title":"The Role of Canopy Management in Optimizing Grapevine Yield and Quality","year":2025,"lang":"en","type":"article","venue":"International Journal of Horticulture","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Canopy; Yield (engineering); Environmental science; Quality (philosophy); Agronomy; Agroforestry; Horticulture; Biology; Botany; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004505279,0.0002667005,0.0002778714,0.0002157549,0.0005806944,0.0008632791,0.0002634879,0.0002520103,0.0005982715],"category_scores_gemma":[0.0004389098,0.0001381826,0.0002356868,0.0001572649,0.000151103,0.0005516128,0.0003779738,0.000320426,0.0001476656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006523423,"about_ca_system_score_gemma":0.0005134908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003808655,"about_ca_topic_score_gemma":0.008353634,"domain_scores_codex":[0.9997594,0.00005232669,0.00001671297,0.00006921946,0.00005916083,0.00004331329],"domain_scores_gemma":[0.9997061,0.00005820998,0.0000892734,0.00002313694,0.0000740687,0.00004916341],"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":[0.0002334442,0.0001597816,0.05782336,0.0004014489,0.0001222944,0.0002750445,0.0002619739,0.006117767,0.8388802,0.0005917631,0.0005907724,0.09454214],"study_design_scores_gemma":[0.00003505129,0.001427729,0.8596118,0.0001158289,0.000211564,0.0006680412,0.0004566617,0.01923056,0.1083294,0.0009777164,0.008877618,0.00005804166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669671,0.008572144,0.01703924,0.0002766957,0.00004748332,0.00004774114,0.0001420188,0.0001838682,0.006723796],"genre_scores_gemma":[0.9933535,0.001092799,0.004807507,0.00005720266,0.0000147819,0.000008273804,0.00008119925,0.00003240589,0.0005523315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003808655,"threshold_uncertainty_score":0.007572949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400547830257391,"score_gpt":0.3175778431380908,"score_spread":0.2935723648355169,"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."}}