{"id":"W3197433163","doi":"10.3390/insects12090807","title":"Biology, Ecology, and Pest Management of the Tarnished Plant Bug, Lygus lineolaris (Palisot de Beauvois) in Southern Row Crops","year":2021,"lang":"en","type":"review","venue":"Insects","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agricultural Research Service; U.S. Department of Agriculture","keywords":"Lygus; Tarnished plant bug; Miridae; Biology; Agronomy; PEST analysis; Integrated pest management; Biological pest control; Weevil; Heteroptera; Botany","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":[0.0003955667,0.0003368264,0.001048505,0.0000270537,0.0001505789,0.00003524543,0.0004853628,0.0003860584,0.0001036461],"category_scores_gemma":[0.00008009814,0.0001122934,0.0002416473,0.0004162563,0.0002088014,0.00002242254,0.0006471307,0.0004032755,0.000009464854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007210017,"about_ca_system_score_gemma":0.00003634297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490608,"about_ca_topic_score_gemma":0.01135775,"domain_scores_codex":[0.9980956,0.000420524,0.0005121444,0.0004666872,0.0001141387,0.0003909192],"domain_scores_gemma":[0.9990919,0.0003854652,0.0002868716,0.0001379898,0.00003873248,0.00005904302],"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":[0.0000139473,0.0003073244,0.07847524,0.005289074,0.0005466993,0.0002173919,0.0009165496,0.000001344351,0.000194409,0.0003032397,0.0008278454,0.9129069],"study_design_scores_gemma":[0.0001950103,0.0001632897,0.03477784,0.005332575,0.000254106,0.00007573925,0.0005400672,0.000001798152,0.0000157104,0.00016513,0.9580396,0.0004391677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1330056,0.8650451,1.080902e-7,0.0002355206,0.000211559,0.0005692777,0.0004591031,0.00002189593,0.0004518748],"genre_scores_gemma":[0.03800491,0.9611776,0.00004980888,0.0001181809,0.0001432285,0.0001128446,0.0001616695,0.000003597281,0.0002281787],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9572117,"threshold_uncertainty_score":0.6337891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933705921924627,"score_gpt":0.2698376610638195,"score_spread":0.2305006018445732,"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."}}