{"id":"W3170028334","doi":"10.3389/fmicb.2021.650307","title":"Looking for a Cultured Surrogate for Effectome Studies of the Clubroot Pathogen","year":2021,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fonds de Recherche du Québec - Santé; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Clubroot; Pathogen; Microbiology; Biology; Computational biology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001492176,0.0008164925,0.000877391,0.0005177537,0.0009711666,0.002365859,0.0007555147,0.001768203,0.007081393],"category_scores_gemma":[0.001991373,0.0002619465,0.0008169439,0.000475609,0.0008757639,0.001367295,0.001130419,0.00317379,0.003754887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008757,"about_ca_system_score_gemma":0.0009825071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302494,"about_ca_topic_score_gemma":0.002919583,"domain_scores_codex":[0.9986901,0.0003657723,0.00007602083,0.0002794521,0.0004598747,0.0001287074],"domain_scores_gemma":[0.9985953,0.0004918716,0.0001319165,0.0002292808,0.0003321252,0.0002195628],"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":[0.0000962205,0.0000622456,0.0002959225,0.0001541368,0.00001025937,0.00007930567,0.00004788173,0.00006810221,0.9964823,0.0003456169,0.0003293471,0.002028689],"study_design_scores_gemma":[0.00004975263,0.00125081,0.005677874,0.0001599682,0.00007644645,0.0005267059,0.0005419172,0.001197878,0.9374406,0.001494869,0.05154568,0.00003753069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6767056,0.02116422,0.2171839,0.01014772,0.006158982,0.001925765,0.01437411,0.001353188,0.05098659],"genre_scores_gemma":[0.7990014,0.00923481,0.1107438,0.005860427,0.0006012562,0.001790711,0.01978444,0.0009348271,0.05204828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007081393,"threshold_uncertainty_score":0.02368963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626569914091412,"score_gpt":0.2442451260336394,"score_spread":0.2279794268927253,"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."}}