{"id":"W2158427467","doi":"10.1111/j.1570-7458.2008.00793.x","title":"MidgEmerge, a new predictive tool, indicates the presence of multiple emergence phenotypes of the overwintered generation of swede midge","year":2008,"lang":"en","type":"article","venue":"Entomologia Experimentalis et Applicata","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Fruit and Vegetable Growers' Association; University of Guelph","keywords":"Midge; Cecidomyiidae; Biology; PEST analysis; Integrated pest management; Ecology; Larva; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000507865,0.0007283034,0.0004064855,0.0006890495,0.0002742164,0.0007505131,0.0006402947,0.0004103794,0.002043944],"category_scores_gemma":[0.002112633,0.0002588422,0.0004002549,0.0002405197,0.0002259843,0.0004644416,0.0003440247,0.0003662706,0.0002941826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025298,"about_ca_system_score_gemma":0.0007501921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0645686,"about_ca_topic_score_gemma":0.07052632,"domain_scores_codex":[0.9998429,0.00001837554,0.00000826933,0.00005024122,0.00006078422,0.00001942216],"domain_scores_gemma":[0.999203,0.0004074603,0.0001571877,0.00004816619,0.0001558009,0.00002830027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000561982,0.0001085317,0.06952143,0.0001551085,0.0001038601,0.0002127651,0.0001505517,0.818395,0.0164362,0.001479014,0.002884275,0.0899914],"study_design_scores_gemma":[0.000008207689,0.00003545011,0.006669189,0.000009222364,0.00001336645,0.00002761149,0.00001019117,0.9903544,0.001874697,0.0002358467,0.0007478306,0.00001387719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5812726,0.0003899166,0.3921317,0.0002651775,0.00006245392,0.0001610753,0.004081606,0.01313403,0.00850142],"genre_scores_gemma":[0.9700385,0.00006753501,0.02700194,0.00003160259,0.000004664851,0.00005369136,0.001249011,0.0001055593,0.001447591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0645686,"threshold_uncertainty_score":0.1283855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04317631772816674,"score_gpt":0.2631609158502479,"score_spread":0.2199845981220811,"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."}}