{"id":"W2770585351","doi":"10.1002/ps.4802","title":"Opportunities and challenges for harvest weed seed control in global cropping systems","year":2017,"lang":"en","type":"review","venue":"Pest Management Science","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Weed control; Weed; Cropping; Agronomy; Tillage; Biology; Agroforestry; Cropping system; Resistance (ecology); Herbicide resistance; Crop; Agriculture; Ecology","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":[0.001036782,0.000619046,0.001114089,0.001563039,0.0003373771,0.001076698,0.0008465738,0.001427961,0.003027916],"category_scores_gemma":[0.0008567215,0.0002387353,0.0006150784,0.001676191,0.0005240841,0.001661452,0.0007122838,0.001681562,0.001109345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00075812,"about_ca_system_score_gemma":0.00175067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359292,"about_ca_topic_score_gemma":0.00480581,"domain_scores_codex":[0.9996952,0.00006136662,0.00003965586,0.00005123199,0.0001181795,0.00003431225],"domain_scores_gemma":[0.9994845,0.0002240914,0.00007660207,0.00001798963,0.0001546255,0.00004207363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003780615,0.00006355949,0.0002126202,0.02577278,0.00007007765,0.00020069,0.0001374619,0.0006066758,0.003366537,0.006015509,0.01229884,0.9512175],"study_design_scores_gemma":[0.000008526137,0.0001528907,0.001023008,0.005038552,0.0001022267,0.0005889144,0.0001612087,0.00014407,0.00062809,0.002530235,0.9896046,0.00001762882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002640283,0.9975085,0.0002250131,0.0005608125,0.0001123594,0.000005409048,0.00001358784,0.000009945783,0.001300285],"genre_scores_gemma":[0.001718187,0.9970474,0.0003914142,0.000266253,0.00007662245,0.000006330625,0.00001954444,0.000001862706,0.0004724155],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003027916,"threshold_uncertainty_score":0.01012939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2161804665459671,"score_gpt":0.3311067839782739,"score_spread":0.1149263174323068,"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."}}