{"id":"W4385352172","doi":"10.24927/rce2023.019","title":"Biopesticidas: desafios para a investigação","year":2023,"lang":"pt","type":"article","venue":"Revista de Ciência Elementar","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Physics; Humanities; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001170739,0.0005350239,0.0006000027,0.00008570698,0.0006150996,0.0006760844,0.0008183924,0.0002479546,0.003292774],"category_scores_gemma":[0.0003342977,0.000283926,0.0003064394,0.001832303,0.0002355187,0.0002521344,0.0002677674,0.0003838034,0.002894107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873986,"about_ca_system_score_gemma":0.0001664067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070419,"about_ca_topic_score_gemma":0.0008422693,"domain_scores_codex":[0.9959982,0.0004145828,0.0007803154,0.0007744192,0.0005564642,0.001476036],"domain_scores_gemma":[0.9984717,0.0003830025,0.0003093266,0.0002515456,0.0001295345,0.0004548793],"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":[0.0002991247,0.0005934605,0.1576638,0.0009921005,0.0007342429,0.001156523,0.002268618,0.0001232087,0.5504544,0.02730734,0.1810586,0.07734852],"study_design_scores_gemma":[0.001719716,0.001968561,0.5308763,0.001265111,0.0006478699,0.00008396228,0.007335871,0.004759986,0.004679223,0.003368843,0.4407175,0.002577106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987589,0.001988939,0.00002736156,0.007117339,0.0002654532,0.0009729446,0.0003715447,0.0004784684,0.001188943],"genre_scores_gemma":[0.9930474,0.0009629014,0.000106512,0.002159373,0.0009599536,0.0001123546,0.0003347541,0.00001134999,0.002305401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5457752,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04950817012867767,"score_gpt":0.2792888110626275,"score_spread":0.2297806409339499,"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."}}