{"id":"W3187367671","doi":"10.3390/horticulturae7080241","title":"Digitalization of Clubroot Disease Index, a Long Overdue Task","year":2021,"lang":"en","type":"article","venue":"Horticulturae","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canola Council of Canada; Western Grains Research Foundation","keywords":"Clubroot; Biology; Plant disease; Plant disease resistance; Pathogen; Biotechnology; Botany; Microbiology; Gene; Genetics; Brassica","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00002519426,0.00009522271,0.0001261845,0.000004262224,0.00006556688,0.00005138855,0.0000879182,0.00004253371,0.0001391344],"category_scores_gemma":[0.00006949693,0.00003659682,0.00009675763,0.0002780531,0.00003363228,0.0001034358,0.00004270637,0.00003380195,0.00001410188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001114251,"about_ca_system_score_gemma":0.00002107648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001093451,"about_ca_topic_score_gemma":0.0004045527,"domain_scores_codex":[0.999199,0.00002937386,0.0001847107,0.0001977757,0.0002218027,0.0001673553],"domain_scores_gemma":[0.9995542,0.0000376446,0.00006829492,0.00005810489,0.0001293514,0.0001523797],"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":[0.0001468304,0.0005469795,0.3955524,0.00009732843,0.00007794415,0.0002461961,0.00009324934,0.0001969063,0.5730423,0.0006513163,0.004345007,0.0250036],"study_design_scores_gemma":[0.00007769885,0.0000200911,0.9850897,0.00004129473,0.00002992413,0.000004334306,0.00009674474,0.00005392044,0.00832585,0.0002601339,0.005874157,0.0001261592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971853,0.00146799,0.00001819129,0.0003114342,0.0000507583,0.00008445841,0.0002194221,0.00002958286,0.0006328839],"genre_scores_gemma":[0.998497,0.0002169467,0.000008254767,0.0001200871,0.0000905073,0.000006869026,0.0005527866,6.230537e-7,0.0005069309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5895373,"threshold_uncertainty_score":0.1523424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007872740709567685,"score_gpt":0.193726713047991,"score_spread":0.1858539723384233,"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."}}