{"id":"W4322155158","doi":"10.1017/wet.2023.15","title":"Integrated weed management strategies for the depletion of multiple herbicide-resistant waterhemp (<i>Amaranthus tuberculatus</i>) seed in the soil seedbank","year":2023,"lang":"en","type":"article","venue":"Weed Technology","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Grain Farmers of Ontario","keywords":"Biology; Agronomy; Glyphosate; Weed; Weed control; Crop; Cover crop; Crop rotation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001467417,0.0002196327,0.000206648,0.0002334059,0.0001985935,0.0002890528,0.0003973477,0.0001388923,0.000651439],"category_scores_gemma":[0.0001157608,0.00009444937,0.0001369025,0.0001149051,0.0001524071,0.0002003891,0.0001977536,0.0003071393,0.00009535489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076035,"about_ca_system_score_gemma":0.0006699558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02003544,"about_ca_topic_score_gemma":0.06062235,"domain_scores_codex":[0.9999201,0.000008084223,0.000005501548,0.00002053937,0.00002411285,0.00002167872],"domain_scores_gemma":[0.9998246,0.00001190236,0.00006431669,0.000009373425,0.00002242302,0.00006737541],"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":[0.0002696055,0.000295582,0.004209136,0.00005253005,0.00001774108,0.00004741691,0.00003881136,0.0002888147,0.982196,0.00007578942,0.0001246564,0.01238379],"study_design_scores_gemma":[0.0004384236,0.01093506,0.4713854,0.00004303563,0.000192525,0.0003188369,0.0006120836,0.01280759,0.4907354,0.0002955977,0.0121908,0.00004519943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980167,0.0001218649,0.001045417,0.00004061025,0.000003593155,0.00004205998,0.0000642473,0.0000559033,0.0006096374],"genre_scores_gemma":[0.9957736,0.0001317596,0.002868623,0.00006382255,0.000003012503,0.00004291706,0.0001582556,0.000006396461,0.0009516591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003544,"threshold_uncertainty_score":0.03983766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505087166489848,"score_gpt":0.2226200884642779,"score_spread":0.2075692167993794,"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."}}