{"id":"W4312213322","doi":"10.15212/ijafr-2022-0107","title":"Identification and distribution of leatherjackets (Tipula spp.) in the Republic of Ireland","year":2022,"lang":"en","type":"article","venue":"Irish Journal of Agricultural and Food Research","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Teagasc","keywords":"Biology; Larva; PEST analysis; Agriculture; Integrated pest management; Cropping; Chlorpyrifos; Agronomy; Grassland; European union; Ecology; Pesticide; Horticulture","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":[0.0003278492,0.0001999235,0.0001821899,0.001002697,0.0002323946,0.0004382302,0.0003690319,0.000282178,0.0008667454],"category_scores_gemma":[0.0004447726,0.0001800429,0.0002893641,0.0006199258,0.0003259736,0.0002476287,0.0005392282,0.0002253347,0.0003297485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106965,"about_ca_system_score_gemma":0.0007119292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04592272,"about_ca_topic_score_gemma":0.0943723,"domain_scores_codex":[0.9996394,0.00004872126,0.00003502718,0.0001038854,0.00006101168,0.000111905],"domain_scores_gemma":[0.9992831,0.00006283027,0.0003356918,0.00003586946,0.0001376339,0.0001449034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009209218,0.00003334995,0.9869118,0.0000516188,0.00002248629,0.0004414443,0.0006240448,0.00008177572,0.006781101,0.00003108531,0.0004263296,0.004502961],"study_design_scores_gemma":[0.000001169356,0.00003224119,0.9985321,0.000008133873,0.000002762364,0.0001865362,0.0006879148,0.00005589207,0.000143914,0.000003002089,0.000343815,0.000002652348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982499,0.0000744869,0.00006869336,0.00002685654,0.000002398089,0.00001493775,0.0007399155,0.000005788443,0.0008169442],"genre_scores_gemma":[0.9986083,0.00007447641,0.0001680565,0.00003889535,0.000001517452,0.00001610926,0.0006090186,0.000002241969,0.0004812717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04592272,"threshold_uncertainty_score":0.09131086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09614451732078513,"score_gpt":0.3257734999879928,"score_spread":0.2296289826672077,"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."}}