{"id":"W4285588233","doi":"10.1186/s43170-022-00115-5","title":"A non-linear approach to the establishment of local biological control agent  production units: a case study of fall armyworm in Bangladesh","year":2022,"lang":"en","type":"article","venue":"CABI Agriculture and Bioscience","topic":"Insect behavior and control techniques","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Foreign, Commonwealth and Development Office; Ministry of Agriculture of the People's Republic of China","keywords":"Business; Production (economics); Panacea (medicine); Control (management); Process (computing); Quality (philosophy); Marketing; Process management; Economics; Computer science; Management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006191874,0.0001325035,0.0002246875,0.00002754251,0.0002828287,0.00001986719,0.0003252712,0.00004885933,0.000006744028],"category_scores_gemma":[0.00002502337,0.00003870308,0.00003897995,0.001506537,0.0001252919,0.00006374167,0.0001697383,0.0001845854,1.586848e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003686706,"about_ca_system_score_gemma":0.00001167894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789189,"about_ca_topic_score_gemma":0.001504772,"domain_scores_codex":[0.9986897,0.000146152,0.0002778373,0.0003773652,0.0002953483,0.0002135741],"domain_scores_gemma":[0.9995885,0.00003982049,0.0001098064,0.00008076651,0.0001198126,0.00006125486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002032723,0.004167903,0.05489651,0.00001542406,0.0000152728,0.0001244822,0.006794977,0.0006565026,0.8951561,0.0001416715,0.0006662398,0.03716168],"study_design_scores_gemma":[0.001227325,0.01048759,0.7287572,0.0000321734,0.00008014564,0.001145891,0.2387403,0.0007149039,0.01427519,0.00002616312,0.003913161,0.0005999845],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998128,0.0000687156,0.00003469465,0.0003351441,0.00007279811,0.001247419,0.00004295154,0.00001913674,0.00005115289],"genre_scores_gemma":[0.999453,0.000009177816,0.00002081672,0.0001550408,0.00005131576,0.0002662391,0.000009652284,4.896481e-7,0.00003423286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8808809,"threshold_uncertainty_score":0.4216438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843258118542972,"score_gpt":0.2305168502362327,"score_spread":0.202084269050803,"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."}}