{"id":"W3153623447","doi":"10.17660/actahortic.2021.1307.48","title":"Ten years of VINQUEST: first findings","year":2021,"lang":"en","type":"article","venue":"Acta Horticulturae","topic":"Plant Physiology and Cultivation Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de Recherche et de Développement en Agroenvironnement","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006328769,0.0007758386,0.0007135145,0.001958974,0.001009407,0.005239085,0.0008850819,0.001606356,0.009782619],"category_scores_gemma":[0.01299238,0.0003631462,0.0006807768,0.002717279,0.0009858978,0.003473245,0.003642126,0.002595142,0.002751784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002549262,"about_ca_system_score_gemma":0.003885628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008327662,"about_ca_topic_score_gemma":0.009284249,"domain_scores_codex":[0.9967719,0.0006445312,0.0002461614,0.0006531627,0.001003095,0.0006810655],"domain_scores_gemma":[0.9875124,0.003516395,0.001540599,0.0009548618,0.003733597,0.0027421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002422695,0.001170147,0.1709863,0.003679239,0.0004061219,0.004208141,0.006624655,0.0002657048,0.003897629,0.02033708,0.1167562,0.6692461],"study_design_scores_gemma":[0.00006253336,0.001247299,0.2417174,0.006348161,0.0002765644,0.003586309,0.009661031,0.0001777981,0.004646465,0.006357303,0.7257846,0.0001345066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3867432,0.3834271,0.005341959,0.06481233,0.01275863,0.0006607004,0.02525349,0.0006090628,0.1203935],"genre_scores_gemma":[0.7350211,0.1581243,0.006107047,0.02934007,0.004377601,0.0005182649,0.02430163,0.0005099503,0.04170007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009782619,"threshold_uncertainty_score":0.03347009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727058047983153,"score_gpt":0.2122706608423163,"score_spread":0.1950000803624848,"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."}}