{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000363713,0.0001898694,0.00008154047,0.0002789613,0.0002691472,0.0002778582,0.0001537765,0.0001114079,0.01398496],"category_scores_gemma":[0.00006632766,0.00005062723,0.00007335851,0.0002552416,0.0001114021,0.0002053129,0.0002826853,0.0001482484,0.001884454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003598085,"about_ca_system_score_gemma":0.0001202157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121795,"about_ca_topic_score_gemma":0.02864632,"domain_scores_codex":[0.9999752,0.000001609242,0.000001062351,0.000007947364,0.000008199469,0.000005894569],"domain_scores_gemma":[0.9999778,0.000002516913,0.000008192972,0.000002683275,0.000003547558,0.000005171265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004346363,0.0001349413,0.0434388,0.0008926736,0.00007454801,0.002772464,0.0008572944,0.0008643933,0.3859407,0.01239885,0.05026414,0.5019267],"study_design_scores_gemma":[0.00002505985,0.0002555256,0.4495151,0.0001231849,0.00005145175,0.004358287,0.0008792935,0.001524174,0.03453182,0.001253795,0.5074584,0.00002390632],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073642,0.005231864,0.002197618,0.001083857,0.0003872242,0.0001090626,0.002753269,0.0003281768,0.1805448],"genre_scores_gemma":[0.8623903,0.002038948,0.00294932,0.000159914,0.00006333145,0.00002517916,0.004692568,0.00004714642,0.1276334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01398496,"threshold_uncertainty_score":0.04678434,"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."}}