{"id":"W6968896142","doi":"10.5281/zenodo.5997604","title":"Agromyza pseudoreptans Nowakowski","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant and fungal interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urtica dioica; Vein; Frass; Thickening; Margin (machine learning)","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":[0.0002357167,0.00008148386,0.00007328671,0.00002599576,0.001854427,0.0004598283,0.000594144,0.0000456821,0.03683292],"category_scores_gemma":[0.000167395,0.00003968728,0.00004452649,0.0003719208,0.0001193828,0.0001848845,0.00036914,0.0001358273,0.01992542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003332481,"about_ca_system_score_gemma":4.695362e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003597986,"about_ca_topic_score_gemma":0.000007303408,"domain_scores_codex":[0.9990977,0.0001033368,0.0001263798,0.0002424563,0.0001824977,0.0002476501],"domain_scores_gemma":[0.9994243,0.00002946039,0.00004623,0.000081607,0.0002993349,0.0001191155],"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":[0.00004981377,0.0001857424,0.00001437066,0.000004341377,0.00002289589,0.000007518249,0.000342871,5.004856e-7,0.3265786,0.003637447,0.4720995,0.1970564],"study_design_scores_gemma":[0.00009282774,0.0002744955,0.003644305,0.000009420179,0.000005006558,0.00009067028,0.0001850221,0.00008604979,0.002032292,0.0001527434,0.9933243,0.0001028152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4644752,0.00002259551,0.0001378504,0.002295883,0.0002433352,0.0002273932,0.0004332703,0.0009107206,0.5312538],"genre_scores_gemma":[0.9958757,0.00001944086,0.00005128943,0.0002208683,0.0005715605,1.498105e-8,0.001047208,0.00003756983,0.002176344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5314005,"threshold_uncertainty_score":0.999445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408556361909199,"score_gpt":0.2327393959959436,"score_spread":0.1886538323768516,"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."}}