{"id":"W4214551851","doi":"10.1002/9781119525622.ch1","title":"Persistence Strategies of Weeds","year":2022,"lang":"en","type":"other","venue":"","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Trinity Western University; Western University","funders":"","keywords":"Weed; Persistence (discontinuity); Weed control; Ecosystem; Variety (cybernetics); Dormancy; Agriculture; Ecology; Selection (genetic algorithm); Biology; Agroecosystem; Agroforestry; Agronomy; Germination; Engineering; Computer science","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":[0.0003935259,0.0002900607,0.0003379015,0.0007281226,0.001296743,0.001457103,0.0005085364,0.0006618494,0.002119477],"category_scores_gemma":[0.0006663091,0.000198329,0.0003392169,0.0004439602,0.0008725039,0.001387721,0.001608477,0.0006838438,0.0005719202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009058629,"about_ca_system_score_gemma":0.0005394663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002196201,"about_ca_topic_score_gemma":0.003100093,"domain_scores_codex":[0.9997115,0.00002814549,0.00001238344,0.00007197389,0.0000812775,0.00009469265],"domain_scores_gemma":[0.999673,0.00006073125,0.0001041071,0.0000304994,0.00005117275,0.00008044142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002653512,0.0001347982,0.05657284,0.0009813105,0.0001121319,0.002929694,0.006779559,0.005360905,0.4727095,0.1708552,0.004644753,0.2786539],"study_design_scores_gemma":[0.0001435744,0.002254026,0.1560191,0.0006702626,0.000312896,0.0171473,0.01334699,0.02795394,0.07812303,0.3006443,0.4030423,0.0003422798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9089611,0.01367189,0.03236804,0.002024863,0.00008115047,0.00007959567,0.0002166557,0.0002417302,0.04235512],"genre_scores_gemma":[0.9773576,0.003502761,0.005060343,0.0003590687,0.000027832,0.00004104643,0.0001796336,0.00004590078,0.01342595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002196201,"threshold_uncertainty_score":0.00709039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214450840252939,"score_gpt":0.2118729280368146,"score_spread":0.1897284196342852,"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."}}