{"id":"W4389474237","doi":"10.1002/9781119709763.ch9","title":"Ecologically Based Weed Management","year":2023,"lang":"en","type":"other","venue":"","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Weed control; Weed; Tillage; Rhizobacteria; Agronomy; Crop rotation; Cover crop; Biological pest control; Competition (biology); Biology; Crop; Biotechnology; 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":[0.0005203412,0.0004747339,0.000210404,0.0007044979,0.0006579383,0.0009493098,0.0008798837,0.0005282112,0.007198415],"category_scores_gemma":[0.0002679428,0.00009593302,0.0002138319,0.0004600537,0.0007189757,0.0007795737,0.001408014,0.0004802407,0.001588863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008669668,"about_ca_system_score_gemma":0.001446632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582048,"about_ca_topic_score_gemma":0.004201426,"domain_scores_codex":[0.9996203,0.0000495768,0.0000180771,0.00006208819,0.0001910823,0.00005874961],"domain_scores_gemma":[0.9998789,0.00001216091,0.00003608874,0.00001437273,0.00003222255,0.00002631157],"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":[0.0000924831,0.0004154417,0.006327859,0.0009585886,0.00003185738,0.0005097184,0.0005179838,0.002547198,0.2800576,0.09850947,0.01484337,0.5951886],"study_design_scores_gemma":[0.00003958765,0.0005088715,0.01087706,0.0002552595,0.00003812658,0.0009198309,0.0005220122,0.003472621,0.05170074,0.02864374,0.9029837,0.00003855512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1380138,0.03149933,0.1608438,0.01055461,0.0008117523,0.0008739806,0.0007508533,0.001614977,0.6550369],"genre_scores_gemma":[0.644635,0.02808017,0.1171994,0.006821596,0.0004166438,0.0006189489,0.000851801,0.0002315977,0.2011449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007198415,"threshold_uncertainty_score":0.02408111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783086089177338,"score_gpt":0.2011106055611179,"score_spread":0.1832797446693445,"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."}}