{"id":"W3174417027","doi":"10.3390/insects12070587","title":"Discrimination between Eggs from Stink Bugs Species in Europe Using MALDI-TOF MS","year":2021,"lang":"en","type":"article","venue":"Insects","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China; Department for International Development","keywords":"Biology; Pentatomidae; Zoology; Hemiptera","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001193251,0.00008969586,0.000107328,0.00003078673,0.00004947052,0.00007177194,0.00009680055,0.00008177129,0.00008826018],"category_scores_gemma":[0.0005003966,0.00009893683,0.00002998268,0.0001744866,0.00003299217,0.000007744475,0.00009889353,0.00007191054,0.00001309466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002015488,"about_ca_system_score_gemma":0.00008029948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003099539,"about_ca_topic_score_gemma":0.0005107188,"domain_scores_codex":[0.9991463,0.0001084084,0.0002135835,0.0003130978,0.00008425264,0.0001343568],"domain_scores_gemma":[0.9994615,0.00002549377,0.00006329965,0.0002574114,0.0001512213,0.00004104323],"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":[0.000006311598,0.00002943185,0.08178543,0.000009866382,0.000007230535,0.000007207077,0.0001358483,0.000008882005,0.9171109,0.00002898596,0.00006551181,0.0008044297],"study_design_scores_gemma":[0.0001981391,0.00001710341,0.5800229,0.00002583055,0.000009227562,0.000002157205,0.00007214479,0.0000547446,0.4168961,0.00008239417,0.002510851,0.0001083848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99807,0.0001119837,0.0004225461,0.000123179,0.0002064888,0.00006342268,0.00003663197,0.00001297036,0.0009527486],"genre_scores_gemma":[0.9973335,0.0000217606,0.001004642,0.00009225098,0.0003795751,0.000002007973,0.0006012149,0.00001433985,0.0005506765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5002148,"threshold_uncertainty_score":0.4034527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05694059717404903,"score_gpt":0.2983080160517969,"score_spread":0.2413674188777479,"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."}}