{"id":"W7033463292","doi":"","title":"Plectosphaerella cucuminera: a potential bioherbicide for Cirsium arvense","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cirsium arvense; Bioherbicide; Weed; Biological pest control; Pasture; Conidium; Fungal disease; Greenhouse","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003150689,0.0001276632,0.0001294235,0.00003439107,0.0001265304,0.0001692616,0.0006167255,0.00005495797,0.007227438],"category_scores_gemma":[0.0004207724,0.0001321772,0.0001139157,0.000275951,0.000004685097,0.0002208142,0.0001876404,0.00008542794,0.001200908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264875,"about_ca_system_score_gemma":0.000117185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001574914,"about_ca_topic_score_gemma":0.000007169976,"domain_scores_codex":[0.9990066,0.00002044297,0.000159115,0.0003809856,0.0001539723,0.0002788282],"domain_scores_gemma":[0.9992581,0.00007307781,0.00007417206,0.0002869598,0.0001339992,0.0001736608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001309877,0.00003722973,0.000005668146,0.0001232641,0.00001056848,0.000007543781,0.001024223,0.0001028612,0.001207274,0.000309906,0.993835,0.003323338],"study_design_scores_gemma":[0.00134356,0.000454769,0.00225498,0.0002815026,0.00001706024,0.00003943093,0.00009126448,0.3096507,0.007763601,0.002682349,0.674665,0.0007557799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02445011,0.009983812,0.493084,0.1394263,0.0090414,0.008467876,0.2939449,0.006307739,0.01529388],"genre_scores_gemma":[0.9554124,0.000003717095,0.01242519,0.005317884,0.002547356,0.0003102376,0.02344481,0.00003923864,0.0004990942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9309624,"threshold_uncertainty_score":0.9995767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09153472316938296,"score_gpt":0.2688221757924599,"score_spread":0.177287452623077,"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."}}