{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004368731,0.00007077348,0.0001465738,0.000003104694,0.0001104069,0.00001265378,0.00009948497,0.00006206796,0.0002888728],"category_scores_gemma":[0.0001253262,0.00002648643,0.00006428895,0.0002079282,0.00005551393,0.00008731511,0.000064474,0.00006080022,0.00003230895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000671262,"about_ca_system_score_gemma":0.000003930187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002958833,"about_ca_topic_score_gemma":0.0002446723,"domain_scores_codex":[0.9994298,0.00002329417,0.0001499991,0.0001609636,0.00009905067,0.0001368486],"domain_scores_gemma":[0.9996327,0.0001487885,0.00005069829,0.00003636057,0.00009828552,0.0000332358],"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":[0.000008702643,0.00005777797,0.01276836,0.000004024565,0.00003439896,0.000008222607,0.0002123517,7.594002e-7,0.9767354,0.0002003509,0.006981336,0.00298836],"study_design_scores_gemma":[0.00005585906,0.00003387113,0.9295873,0.00001566372,0.00001119858,0.000008788632,0.0004913862,0.000001312434,0.03105208,0.00008574239,0.03857417,0.0000826067],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973043,0.0001213418,1.102383e-7,0.001433294,0.00006151318,0.00004118587,0.00003481968,0.00002892926,0.0009745358],"genre_scores_gemma":[0.9988847,0.0001580873,0.00002766324,0.0001870123,0.00006835363,0.00000637059,0.0001085655,3.221671e-7,0.0005588628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9456833,"threshold_uncertainty_score":0.3162954,"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."}}