{"id":"W6969046539","doi":"10.5281/zenodo.5997799","title":"Liriomyza limopsis Lonsdale","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frass; PEST analysis; Raw material; Sowing","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003710587,0.0001124478,0.0001204512,0.00002558526,0.002148149,0.0004772073,0.0008833388,0.0000795812,0.05043778],"category_scores_gemma":[0.000729303,0.00004981031,0.00006590178,0.0004686739,0.0003567599,0.0001398482,0.0007149403,0.0001467463,0.01613055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004608389,"about_ca_system_score_gemma":6.15634e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002298388,"about_ca_topic_score_gemma":0.000004653987,"domain_scores_codex":[0.9987253,0.0002078184,0.0001661116,0.0003408404,0.0002151636,0.0003447646],"domain_scores_gemma":[0.9990475,0.00005503382,0.00006899932,0.0001160084,0.0005609627,0.0001515118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007893559,0.0001124903,0.00003177578,0.000005298995,0.00002445733,0.000006823209,0.0001397338,4.586792e-7,0.2693762,0.004310328,0.1725314,0.5533822],"study_design_scores_gemma":[0.0001224148,0.0007043348,0.01569413,0.000007798136,0.000004834609,0.00002824065,0.0001630225,0.00001892832,0.002757894,0.0003483271,0.9800142,0.0001358506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7016585,0.0001330368,0.00013191,0.007651933,0.0001573966,0.0003966049,0.0002590952,0.001222182,0.2883893],"genre_scores_gemma":[0.9970988,0.00003543518,0.0001000038,0.0006318506,0.000641499,2.392643e-8,0.0004581429,0.0000415732,0.0009926818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8074829,"threshold_uncertainty_score":0.9991509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05047575565547109,"score_gpt":0.2245239522121386,"score_spread":0.1740481965566675,"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."}}