{"id":"W2179177680","doi":"10.1093/aesa/sav082","title":"Degree-Day Model for Emergence of<i>Cerceris fumipennis</i>(Hymenoptera: Crabronidae) in Northeastern America Based on Field Observations","year":2015,"lang":"en","type":"article","venue":"Annals of the Entomological Society of America","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"U.S. Forest Service","keywords":"Degree day; Hymenoptera; Degree (music); Growing degree-day; Biology; Air temperature; Ecology; Pitfall trap; Emerald ash borer; Geography; Fraxinus; Meteorology; Phenology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006242028,0.0004911066,0.0003216591,0.0004261101,0.0003435687,0.0005930153,0.0007794329,0.0005129402,0.001336744],"category_scores_gemma":[0.001465646,0.0003725171,0.0007760859,0.0002087159,0.0003279655,0.0004000003,0.0002775479,0.0004814119,0.0002085279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0018239,"about_ca_system_score_gemma":0.0007490783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1168608,"about_ca_topic_score_gemma":0.09235052,"domain_scores_codex":[0.9998407,0.00003880481,0.00000683093,0.00006408971,0.00001488672,0.00003462587],"domain_scores_gemma":[0.9991484,0.0004498882,0.0001532832,0.00004447066,0.0001143809,0.00008963577],"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":[0.00004747212,0.00002627314,0.02286487,0.00001132778,0.00002839243,0.00002512642,0.00002600816,0.97451,0.0003704776,0.0003251171,0.0002864328,0.001478579],"study_design_scores_gemma":[0.000004718265,0.00001021783,0.005659206,0.000002586464,0.000005222181,0.000006714525,0.00001164425,0.9940273,0.00005446372,0.0001295398,0.0000835067,0.000004923346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870722,0.00009082846,0.01047269,0.0001066355,0.00001310761,0.00001836591,0.0006259984,0.0001773983,0.001422857],"genre_scores_gemma":[0.9979361,0.00002218959,0.001085397,0.00001033621,0.000003175668,0.00001269484,0.0003627444,0.00001324354,0.0005540869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168608,"threshold_uncertainty_score":0.2323611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117923872736726,"score_gpt":0.3043230324007923,"score_spread":0.1863991596640663,"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."}}