{"id":"W4403467209","doi":"10.56367/oag-044-11640","title":"Innovative grape and wine industry research in a cool climate region","year":2024,"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":"Wine; Grape wine; Wine grape; Business; Food science","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":[0.006832253,0.00026395,0.0002882715,0.0009816398,0.004653418,0.005334168,0.001152895,0.002002276,0.007222896],"category_scores_gemma":[0.002224808,0.0002039583,0.0003203083,0.001471687,0.002273851,0.001476661,0.002434974,0.001829641,0.0008001172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01395122,"about_ca_system_score_gemma":0.04159117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1321101,"about_ca_topic_score_gemma":0.4322137,"domain_scores_codex":[0.9975848,0.000544583,0.00005710766,0.0002635109,0.0008230042,0.0007268842],"domain_scores_gemma":[0.9927542,0.0005797808,0.0002539187,0.0001409425,0.001367018,0.004904081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004634649,0.000559859,0.0232693,0.001392101,0.00007318767,0.001912042,0.01758517,0.0004953687,0.01904178,0.06484719,0.4951999,0.3751607],"study_design_scores_gemma":[0.00003753155,0.0001657055,0.0255481,0.0004885647,0.00002759997,0.0006091162,0.01667303,0.0002208567,0.001989087,0.00606447,0.9481382,0.00003762487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1580404,0.1589543,0.004183737,0.4194474,0.01845345,0.0002733936,0.000496192,0.0002688399,0.2398823],"genre_scores_gemma":[0.5822198,0.1298591,0.01425559,0.0339611,0.005493666,0.0001406469,0.0008985785,0.0001193083,0.2330521],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1321101,"threshold_uncertainty_score":0.2626822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2558666645525937,"score_gpt":0.4637560040111413,"score_spread":0.2078893394585476,"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."}}