{"id":"W6931167400","doi":"10.5281/zenodo.5997816","title":"Liriomyza pistilla Lonsdale","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frass; Trifolium subterraneum; Humus; Soil fungi","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":[0.00008987264,0.000295599,0.0002170375,0.0006434709,0.0006304798,0.0002311518,0.0003545996,0.000199017,0.01526616],"category_scores_gemma":[0.00009403571,0.0001226669,0.000136774,0.0003386769,0.0001769453,0.0003921177,0.0003730714,0.0002626094,0.00312941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004637371,"about_ca_system_score_gemma":0.0001274532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004989404,"about_ca_topic_score_gemma":0.01423015,"domain_scores_codex":[0.9999563,0.000003672241,0.000002805082,0.00001895012,0.00001175546,0.000006425155],"domain_scores_gemma":[0.9999559,0.00000700076,0.0000148177,0.000005239088,0.00001037392,0.000006659702],"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":[0.001400914,0.0001613505,0.06846694,0.001489392,0.0001300405,0.007033634,0.002422899,0.0006782,0.3517527,0.005221345,0.0559469,0.5052958],"study_design_scores_gemma":[0.0001116761,0.0006988225,0.5551422,0.0002616942,0.0001267474,0.005780456,0.001622563,0.000607195,0.01017481,0.0005988901,0.424837,0.00003786592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6541411,0.005158633,0.002695258,0.0009215646,0.0001961855,0.0001742306,0.003706682,0.001028756,0.3319776],"genre_scores_gemma":[0.9264712,0.001283856,0.001603722,0.0006195104,0.00007070531,0.00008507161,0.003096083,0.00004173249,0.066728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01526616,"threshold_uncertainty_score":0.05107033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356187593984372,"score_gpt":0.2270409913565854,"score_spread":0.2034791154167417,"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."}}