{"id":"W4293798306","doi":"10.3390/plants11172242","title":"Achievements, Developments and Future Challenges in the Field of Bioherbicides for Weed Control: A Global Review","year":2022,"lang":"en","type":"review","venue":"Plants","topic":"Allelopathy and phytotoxic interactions","field":"Agricultural and Biological Sciences","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Agriculture; Environmental science; Agricultural productivity; Weed control; Business; Environmental planning; Biotechnology; Environmental protection; Environmental resource management; Natural resource economics; Biology; 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":[0.001034689,0.0009368419,0.001635741,0.00327997,0.0003088515,0.001459249,0.001010624,0.001256738,0.004549725],"category_scores_gemma":[0.0009667192,0.0003914784,0.0008525212,0.003415089,0.0004437877,0.002052339,0.0007961297,0.0014024,0.001175587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005272374,"about_ca_system_score_gemma":0.001627093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026374,"about_ca_topic_score_gemma":0.001781195,"domain_scores_codex":[0.9997219,0.00005162741,0.00005351829,0.00004850821,0.000085786,0.00003862019],"domain_scores_gemma":[0.9990723,0.0004567627,0.0001641003,0.00002137649,0.0002185523,0.00006687856],"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":[0.0001240252,0.0001112104,0.000270728,0.05301774,0.0001502171,0.0002510455,0.0001291802,0.0005826821,0.003832273,0.003244751,0.01935997,0.9189263],"study_design_scores_gemma":[0.00002160743,0.0002222935,0.00117447,0.007347513,0.0003238478,0.0007591879,0.0001146606,0.000142852,0.0007575905,0.001447008,0.9876605,0.00002835648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001563746,0.9989032,0.0001033973,0.0002051914,0.000126209,0.000005157704,0.00001716618,0.000006869999,0.0004765429],"genre_scores_gemma":[0.0006519696,0.9986653,0.0001785181,0.0001553894,0.0001163302,0.000004854392,0.00002746659,0.000001529142,0.0001985693],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004549725,"threshold_uncertainty_score":0.01522028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09845953728488625,"score_gpt":0.3407504800219436,"score_spread":0.2422909427370574,"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."}}