{"id":"W7094567492","doi":"","title":"NOMADOSOPHY","year":2014,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002081677,0.0004168676,0.0005757253,0.0002188303,0.0001867256,0.0002323347,0.0007787442,0.0002359707,0.0007147078],"category_scores_gemma":[0.0007389575,0.0003987112,0.000259477,0.0003939237,0.0002724181,0.0002400049,0.0001743389,0.0004733307,0.02129447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770576,"about_ca_system_score_gemma":0.00004644042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003406913,"about_ca_topic_score_gemma":0.000009090178,"domain_scores_codex":[0.9966959,0.000669456,0.0005444444,0.0007112061,0.000362734,0.001016209],"domain_scores_gemma":[0.9977676,0.0002692299,0.0002532463,0.001249834,0.00009898656,0.0003611395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007187818,0.0006262169,0.4224162,0.0004052866,0.00036032,0.0001492184,0.0008079023,0.0002993195,0.03390706,0.3072818,0.1587497,0.07427817],"study_design_scores_gemma":[0.001109126,0.0003253691,0.03292215,0.00005589523,0.0000931652,0.00008115532,0.00001102317,0.001602648,0.0006300235,0.005525424,0.9570427,0.0006013224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7641416,0.0006553252,0.007546399,0.003469954,0.0004568345,0.0006211748,0.00004116057,0.001505657,0.2215619],"genre_scores_gemma":[0.9898142,0.000009885778,0.003394128,0.005095646,0.0008258867,0.00005813581,0.0000370403,0.0001546647,0.0006103721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7982929,"threshold_uncertainty_score":0.9998465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125662590930277,"score_gpt":0.2429271493562679,"score_spread":0.2316705234469651,"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."}}