{"id":"W4376618496","doi":"10.1101/2023.05.13.540618","title":"A Hydroponic-Based Bioassay to Facilitate <i>Plasmodiophora brassicae</i> Phenotyping","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université Laval","funders":"","keywords":"Clubroot; Canola; Biology; Bioassay; Cultivar; Virulence; Brassica; Host (biology); Agronomy; Biotechnology; Genetics; Gene","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":[0.0003682372,0.0008943902,0.0004462099,0.000654399,0.000438174,0.0005758025,0.0005610997,0.0003961204,0.001194994],"category_scores_gemma":[0.0003308636,0.0002630742,0.000315578,0.0004400585,0.000343777,0.0002840233,0.0006645445,0.0008169833,0.0006671355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006135274,"about_ca_system_score_gemma":0.001031105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02295628,"about_ca_topic_score_gemma":0.05233126,"domain_scores_codex":[0.999353,0.00008513552,0.00006388214,0.0001499801,0.0002522812,0.00009570091],"domain_scores_gemma":[0.9993955,0.0001155813,0.0001258561,0.00008862785,0.0001675213,0.0001069894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001238585,0.00001781586,0.0003185674,0.00002203076,0.000002034244,0.00001292698,0.00001363808,0.00002229065,0.998993,0.000009188231,0.00001852157,0.0005575921],"study_design_scores_gemma":[0.00001286591,0.0005531101,0.02633231,0.00002184111,0.00004277388,0.000264838,0.000153605,0.0009038824,0.9676611,0.00003201914,0.00399858,0.00002293686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247556,0.001345093,0.05904583,0.0002564401,0.00007274788,0.001083447,0.005556309,0.001245228,0.006639148],"genre_scores_gemma":[0.9063265,0.001567523,0.07383037,0.0002088762,0.00002563557,0.0006967968,0.008255277,0.0002122297,0.008876846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02295628,"threshold_uncertainty_score":0.0456453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390268968483795,"score_gpt":0.2119712251962237,"score_spread":0.1729443283478442,"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."}}