{"id":"W2995532750","doi":"10.3390/f10121137","title":"Protection Strategy against Spruce Budworm","year":2019,"lang":"en","type":"article","venue":"Forests","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Resources Canada; Atlantic Canada Opportunities Agency","keywords":"Spruce budworm; Outbreak; PEST analysis; Biology; Lepidoptera genitalia; Toxicology; Ecology; Tortricidae; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001089038,0.00007988471,0.00006565606,0.00002175649,0.00006500001,0.00001359019,0.000131741,0.00005910789,0.003934311],"category_scores_gemma":[0.000006946013,0.00007122364,0.00002945728,0.0001245709,0.00005133157,0.0001601329,0.0001037878,0.00009098009,0.01263405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008594762,"about_ca_system_score_gemma":0.000004546114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001643307,"about_ca_topic_score_gemma":0.004614913,"domain_scores_codex":[0.9993672,0.00001681376,0.00009206729,0.0001978041,0.0001196832,0.0002063794],"domain_scores_gemma":[0.9997172,0.000006336122,0.0000390943,0.0001934235,0.000002409029,0.00004151594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001111679,0.0002672305,0.8384548,0.00005291109,0.00003898094,0.000039846,0.0002660213,0.05750268,0.01002041,0.01029147,0.01841141,0.06454302],"study_design_scores_gemma":[0.000231897,0.0001690082,0.9676266,0.000005118463,0.000003154041,0.000003480875,0.00001586662,0.002024624,0.0003768951,0.002808823,0.02662162,0.000112872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947229,0.000004749626,0.0001448463,0.00005503302,0.0002452071,0.000432769,7.170534e-7,0.00005459672,0.1043391],"genre_scores_gemma":[0.9909128,0.000003305298,0.00007457,0.0001945668,0.00002474714,0.00004217716,0.000004985718,0.000008214899,0.008734651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291718,"threshold_uncertainty_score":0.9969763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009003521968817554,"score_gpt":0.2092034518761854,"score_spread":0.2001999299073679,"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."}}