{"id":"W4238756217","doi":"10.1079/cpc.119071.20210204899","title":"<i>Neolecanium cornuparvum</i> (Magnolia scale).","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Research on scale insects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Scale insect; Zoology; Hemiptera","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003598952,0.0003358962,0.0004370779,0.00001605524,0.0001415614,0.0005753126,0.001001842,0.0005013392,0.004059925],"category_scores_gemma":[0.0001064186,0.000115223,0.0003359843,0.0003166991,0.000124525,0.000098367,0.001960034,0.0009346835,0.0002509972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007520094,"about_ca_system_score_gemma":0.0001489006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266527,"about_ca_topic_score_gemma":0.01101246,"domain_scores_codex":[0.9971828,0.0001767283,0.0003527647,0.0009192135,0.0007381762,0.0006302765],"domain_scores_gemma":[0.9987723,0.0002028001,0.0001164943,0.0002488382,0.0003071752,0.0003523916],"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":[0.00005709247,0.0004468915,0.007764308,0.0001114059,0.0001071957,0.0001998265,0.0001285547,0.0002137635,0.7751604,0.0003303447,0.1129673,0.102513],"study_design_scores_gemma":[0.0009526067,0.0009123266,0.4066441,0.0009204158,0.0001804971,0.0001627314,0.00198522,0.01372348,0.40584,0.01165305,0.1510001,0.006025418],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297158,0.0004396692,0.00002992981,0.003232634,0.0004843144,0.0004012914,0.00009757212,0.0002532604,0.06534559],"genre_scores_gemma":[0.9829376,0.000433462,0.0009848846,0.001471553,0.0006558149,0.00007608521,0.0004106187,0.000002584738,0.01302734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3988798,"threshold_uncertainty_score":0.9968505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298254237220529,"score_gpt":0.2569662014259242,"score_spread":0.2239836590537189,"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."}}