{"id":"W3049305687","doi":"10.1201/9781003067900-22","title":"Sampling Arthropods in Livestock Management Systems","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livestock; Sampling (signal processing); Geography; Environmental science; Environmental resource management; Ecology; Biology; Computer science; Computer vision","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":[0.0002579528,0.0002543443,0.0001535763,0.00155156,0.0003071097,0.0007597418,0.0004367089,0.0002412197,0.005466215],"category_scores_gemma":[0.0002593827,0.0001391915,0.0001452897,0.001893932,0.0002430912,0.0006145537,0.0002929452,0.000235781,0.00191772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000752607,"about_ca_system_score_gemma":0.0004062254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009657234,"about_ca_topic_score_gemma":0.04185407,"domain_scores_codex":[0.9997754,0.00004787476,0.00001391186,0.0000471391,0.0001010947,0.0000146475],"domain_scores_gemma":[0.9998888,0.0000487668,0.00001363359,0.000007491495,0.000031077,0.00001025184],"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":[0.00004769812,0.00007563003,0.01432774,0.0007931725,0.00001969059,0.0002902877,0.001366153,0.0008067802,0.03373246,0.004888407,0.01140878,0.9322432],"study_design_scores_gemma":[0.0000231558,0.0004462336,0.2036167,0.001641047,0.0001058152,0.003450972,0.00246369,0.00420825,0.04187342,0.00953486,0.7325808,0.00005512901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2183034,0.109603,0.05111029,0.001180395,0.0002547452,0.0007305065,0.00216953,0.0005613527,0.6160867],"genre_scores_gemma":[0.344944,0.08179955,0.2024009,0.001089586,0.0002288517,0.0004253757,0.004699465,0.0001596402,0.3642527],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009657234,"threshold_uncertainty_score":0.01920205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244798685090863,"score_gpt":0.2228633406199113,"score_spread":0.1804153537690027,"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."}}