{"id":"W4210306525","doi":"10.2903/j.efsa.2022.7091","title":"Pest categorisation of Bagrada hilaris","year":2022,"lang":"fr","type":"article","venue":"EFSA Journal","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"PEST analysis; Pentatomidae; Biology; Mediterranean climate; Hemiptera; Geography; Agroforestry; Ecology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000729567,0.0004803948,0.0002875726,0.003043883,0.0004864717,0.0006697084,0.0003452884,0.0003297347,0.004095218],"category_scores_gemma":[0.0004995696,0.00009799226,0.0004917277,0.001285246,0.0002880094,0.0003438618,0.0005779064,0.0002586231,0.001246746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008542248,"about_ca_system_score_gemma":0.0004099235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02530426,"about_ca_topic_score_gemma":0.0401451,"domain_scores_codex":[0.999566,0.00005634646,0.0000675582,0.00008616878,0.0001362693,0.000087573],"domain_scores_gemma":[0.9992261,0.00007052041,0.0003228671,0.00004837132,0.0002468393,0.00008526527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001163681,0.0003796823,0.7758177,0.001382899,0.0002603689,0.001519391,0.002043929,0.001002276,0.03119165,0.0009242331,0.01349131,0.1708229],"study_design_scores_gemma":[0.000009445939,0.0002890856,0.9716912,0.0002236918,0.00007937384,0.0008682983,0.000879591,0.0003016945,0.001563278,0.00009479307,0.02398281,0.00001659836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964438,0.01204087,0.001925855,0.0007043447,0.0002283007,0.0008775783,0.01957852,0.0004081982,0.06779259],"genre_scores_gemma":[0.9658626,0.003783521,0.003181245,0.0006571895,0.0000526308,0.0001595785,0.0146479,0.00002886863,0.01162647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02530426,"threshold_uncertainty_score":0.05031395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368655777245661,"score_gpt":0.2232103936868779,"score_spread":0.1995238359144212,"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."}}