{"id":"W6967054229","doi":"10.5281/zenodo.10166479","title":"Aphis calliptera Hartig 1841","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Aphis; Alate; PEST analysis; Population; Aphis gossypii","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003457346,0.00008524188,0.0001021667,0.00003754855,0.002789786,0.0002592848,0.0004728121,0.00004616997,0.01650498],"category_scores_gemma":[0.0002321872,0.00004351927,0.00004878635,0.0007300847,0.00009922443,0.0001115969,0.0007597799,0.0001168795,0.01937098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003636076,"about_ca_system_score_gemma":5.124799e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001863097,"about_ca_topic_score_gemma":0.000009493083,"domain_scores_codex":[0.9990149,0.0001206687,0.0001337713,0.0002672493,0.0001409819,0.0003224806],"domain_scores_gemma":[0.9995921,0.000045041,0.00004020021,0.00007598116,0.000149341,0.00009729088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003612888,0.0000745132,0.0001788442,0.000010381,0.0000380103,0.00001802052,0.0003901703,0.000009810105,0.01217988,0.00101247,0.6457558,0.340296],"study_design_scores_gemma":[0.00009689654,0.0001365133,0.03037231,0.000004741539,0.000004414189,0.00001265308,0.0004109061,0.00006708882,0.0001421448,0.00011077,0.9685436,0.00009798745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802887,0.0000585021,0.00001529867,0.006897863,0.0001571325,0.0003398714,0.0001898406,0.0015923,0.1104605],"genre_scores_gemma":[0.9963747,0.00008887937,0.00001608861,0.0002546788,0.0002027824,9.228042e-8,0.0006930217,0.00003412991,0.002335668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.340198,"threshold_uncertainty_score":0.9985085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05612309957250693,"score_gpt":0.2196576995944621,"score_spread":0.1635346000219552,"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."}}