{"id":"W3063769039","doi":"10.3390/su12176767","title":"Sustainable Pest Management through Improved Advice in Agricultural Extension","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; International Fund for Agricultural Development; Chinese Academy of Agricultural Sciences; Direktion für Entwicklung und Zusammenarbeit; Department for International Development; European Commission; Irish Aid","keywords":"Agriculture; Integrated pest management; Agricultural extension; Business; Beijing; Agricultural science; China; Agricultural productivity; Cropping; Pest control; Environmental planning; Geography; Agronomy; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004721978,0.0002109633,0.0002008815,0.0008786664,0.0008382641,0.0009984847,0.0006081588,0.000714982,0.002032881],"category_scores_gemma":[0.008733875,0.0002026912,0.0002342979,0.001068262,0.0005728645,0.001116752,0.001531669,0.0006290274,0.0001881995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275826,"about_ca_system_score_gemma":0.006932435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02907614,"about_ca_topic_score_gemma":0.06121373,"domain_scores_codex":[0.9976745,0.001094525,0.0001102136,0.0002415004,0.0004355122,0.00044373],"domain_scores_gemma":[0.9921477,0.002199008,0.002653766,0.0003343434,0.0009269593,0.001738184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001770738,0.0008511444,0.8009379,0.0005514282,0.00004234838,0.0006107705,0.03180382,0.0004873374,0.001460892,0.0004294614,0.003243713,0.159404],"study_design_scores_gemma":[0.00004741582,0.0005392372,0.9672774,0.0003124459,0.00003544504,0.0001698546,0.01515909,0.0007067636,0.0002622538,0.0002646941,0.01519479,0.00003055676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957923,0.0006473229,0.0002114828,0.001249139,0.00002305179,0.00006995843,0.0001134464,0.00001345891,0.001879855],"genre_scores_gemma":[0.9966661,0.0004160643,0.0009695283,0.000519866,0.00002356652,0.00004701456,0.0001275312,0.000003441868,0.001226899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02907614,"threshold_uncertainty_score":0.05781376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834252782943376,"score_gpt":0.2618395643549997,"score_spread":0.2434970365255659,"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."}}