{"id":"W3216848571","doi":"10.1101/2021.11.29.469274","title":"<i>Plasmodiophora brassicae</i> in Mexico, from anecdote to fact","year":2021,"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":"Université Laval","funders":"","keywords":"Clubroot; Biology; Spore; Botany; Brassica","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":[0.0004492234,0.0002847608,0.0001656008,0.001128253,0.002258334,0.001214907,0.0002967938,0.001197987,0.004007335],"category_scores_gemma":[0.001145444,0.0001330471,0.0001579087,0.0006911943,0.001527589,0.001238553,0.0007958384,0.001189371,0.0003033868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821953,"about_ca_system_score_gemma":0.0004899727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0283771,"about_ca_topic_score_gemma":0.06399754,"domain_scores_codex":[0.9997504,0.00005438441,0.00001758391,0.00008314615,0.00005443443,0.00003996669],"domain_scores_gemma":[0.9993443,0.0001896624,0.0002962984,0.00004869959,0.00007709999,0.00004403675],"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":[0.0007429534,0.00009928329,0.1697362,0.005792485,0.00045052,0.04432478,0.07578884,0.0003031958,0.0429564,0.04170121,0.2939882,0.324116],"study_design_scores_gemma":[0.00001572098,0.0001001651,0.1243642,0.001594251,0.0001781144,0.019214,0.02428506,0.00009919434,0.002479648,0.002083072,0.825534,0.00005250622],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4183213,0.2391641,0.004624701,0.1812315,0.004872064,0.00008108657,0.004079975,0.0004454108,0.1471799],"genre_scores_gemma":[0.8906342,0.06741221,0.002530225,0.01409553,0.002638348,0.0000413357,0.001131527,0.0000527947,0.02146368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0283771,"threshold_uncertainty_score":0.0564239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311760959494036,"score_gpt":0.1971488507775869,"score_spread":0.1840312411826465,"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."}}