{"id":"W2914728713","doi":"10.7282/t3g16489","title":"Biological control of Halyomorpha halys (Stål) (Hempitera: Pentatomidae)","year":2018,"lang":"en","type":"article","venue":"Rutgers University Community Repository (Rutgers University)","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pentatomidae; Identification (biology); Biology; Ecology; Heteroptera","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004191772,0.0003833126,0.0006234082,0.0001847928,0.002354352,0.00004892112,0.001514164,0.0003074664,0.0002632154],"category_scores_gemma":[0.00007077879,0.0002485246,0.0004126175,0.001280596,0.001595133,0.0004468211,0.000627941,0.0006232286,0.00004276837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003282287,"about_ca_system_score_gemma":0.00006047339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002854326,"about_ca_topic_score_gemma":0.00001256502,"domain_scores_codex":[0.9969891,0.001371394,0.0003135173,0.000461321,0.000303589,0.0005610458],"domain_scores_gemma":[0.9975907,0.0008370216,0.0003698135,0.0003913091,0.0005062803,0.0003049208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005546911,0.0003889005,0.02854288,0.00001650157,0.0002737663,0.0001421693,0.001108074,0.000002701737,0.9664518,0.00008746819,0.0006881387,0.001742968],"study_design_scores_gemma":[0.002897256,0.002177858,0.006965847,0.0001341655,0.0003622388,0.00005221751,0.001732095,0.0001403284,0.9698479,0.00009372138,0.01445183,0.001144545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5654341,0.00003784693,0.00009042678,0.0002703439,0.0002324335,0.0002583314,0.00008741801,0.0001980022,0.4333911],"genre_scores_gemma":[0.9981965,0.00007118344,0.0001306371,0.0001318437,0.0001407838,2.203572e-7,0.0000485566,0.00000338284,0.001276839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4327624,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087876830338146,"score_gpt":0.184672266234048,"score_spread":0.1637934979306666,"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."}}