{"id":"W4293117491","doi":"10.1079/pavsnnr202116052","title":"IPM for tropical crops: lentil","year":2021,"lang":"en","type":"article","venue":"CABI Reviews","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Agronomy; Crop; Biopesticide; Abiotic component; Crop rotation; Biological pest control; Pesticide; Horticulture; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100906,0.0001236715,0.0002826975,0.00000219327,0.0001906374,0.0000490249,0.0001499361,0.00003927571,0.0005028137],"category_scores_gemma":[0.0002125179,0.00003467816,0.000238228,0.0002090421,0.00002952992,0.00007217413,0.000108514,0.00005315113,0.0002270982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001794075,"about_ca_system_score_gemma":0.000001970221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007203056,"about_ca_topic_score_gemma":0.000160009,"domain_scores_codex":[0.9991103,0.00006434975,0.0002421571,0.0002775047,0.00009070666,0.0002149705],"domain_scores_gemma":[0.9996567,0.00008556631,0.00007245239,0.00005686657,0.00007661337,0.00005176779],"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":[0.000008015912,0.0001124739,0.00726822,0.0001427844,0.00003332349,0.000009127883,0.00003676768,3.722072e-7,0.02718539,0.002570595,0.3699652,0.5926677],"study_design_scores_gemma":[0.0000579425,0.00003833279,0.121229,0.00003163524,0.00002454653,0.000002270734,0.00006055649,0.000001981295,0.0002338752,0.0001855159,0.8780264,0.0001079798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8098473,0.1163643,0.0002179743,0.04556325,0.001432839,0.003489544,0.0001054201,0.0003237197,0.02265564],"genre_scores_gemma":[0.5491683,0.1241866,0.009341488,0.02138948,0.009121314,0.002514837,0.001262146,0.00001038696,0.2830054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5925597,"threshold_uncertainty_score":0.5505457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06154408391801799,"score_gpt":0.2641292470446742,"score_spread":0.2025851631266562,"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."}}