{"id":"W2620677819","doi":"10.22543/0090-0222.1017","title":"Detection of Hemlock Woolly Adelgid (Hemiptera: Adelgidae) Infestations with Sticky Traps","year":2017,"lang":"en","type":"article","venue":"The Great Lakes Entomologist","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Biology; Hemiptera; Ecology; Zoology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002217338,0.0001881663,0.0002449949,0.00001295903,0.00098617,0.0001064345,0.0005539039,0.00008013065,0.000128451],"category_scores_gemma":[0.0001816798,0.00005736456,0.00008718522,0.0001329483,0.0006886924,0.0001886049,0.0001190498,0.0001524846,0.00002313708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002855224,"about_ca_system_score_gemma":0.000009785888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00154419,"about_ca_topic_score_gemma":0.008987638,"domain_scores_codex":[0.9989231,0.0000691586,0.0002347772,0.00025339,0.0002312833,0.0002882899],"domain_scores_gemma":[0.9990399,0.0002619834,0.0002681321,0.0002435254,0.000127962,0.00005848914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005862071,0.000349412,0.2309829,0.00006258926,0.0003570294,0.00007130815,0.002268106,0.00007740605,0.3997978,0.001813046,0.0005067016,0.3631275],"study_design_scores_gemma":[0.0004977236,0.00105359,0.9252153,0.00007748824,0.0001134431,0.00009053352,0.0005506804,0.00007611258,0.05978684,0.0005066672,0.01165432,0.000377318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907783,0.0001080174,0.00005254973,0.001657127,0.0001043012,0.0002533132,0.00005888132,0.00007224311,0.006915279],"genre_scores_gemma":[0.9989882,0.00006704684,0.00008074514,0.00009040363,0.0001259303,0.00005327478,0.00001371471,0.000001682853,0.0005789934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6942324,"threshold_uncertainty_score":0.7584922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03075298184446112,"score_gpt":0.2462206420675541,"score_spread":0.215467660223093,"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."}}