{"id":"W7093990855","doi":"","title":"Editorial","year":2015,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","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":[0.002794735,0.0003616831,0.0004953835,0.0001661327,0.00009862261,0.0002632638,0.0007023395,0.0003382738,0.0002251641],"category_scores_gemma":[0.001507119,0.0003423634,0.0001763852,0.000381846,0.0002281127,0.000342941,0.0001973004,0.0005614777,0.01798757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617628,"about_ca_system_score_gemma":0.0002860388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008266637,"about_ca_topic_score_gemma":0.00001328418,"domain_scores_codex":[0.9967626,0.0004950806,0.0005001468,0.0005794432,0.0007227714,0.0009399611],"domain_scores_gemma":[0.9977466,0.0001274746,0.0002208124,0.0009139872,0.0003013597,0.000689798],"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":[0.0003173092,0.00007753743,0.01632048,0.00001524856,0.00004120987,0.00002559955,0.0002510028,0.00004055467,0.0008324652,0.003072758,0.9780781,0.0009276831],"study_design_scores_gemma":[0.001419259,0.0002600567,0.0006723951,0.00002040102,0.00005690914,0.00003267456,0.00004410776,0.0001023896,0.0001376592,0.001780602,0.9951373,0.0003362936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5074831,0.00262617,0.001926394,0.004867938,0.2625059,0.001834887,0.0002152161,0.003846265,0.2146941],"genre_scores_gemma":[0.8246906,0.00000893476,0.001697295,0.001215543,0.1714943,0.00006363261,0.00005637958,0.0001462777,0.0006270349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3172075,"threshold_uncertainty_score":0.9999028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156091940543331,"score_gpt":0.2836113496373021,"score_spread":0.2520504302318688,"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."}}