{"id":"W7093851650","doi":"","title":"Expediente","year":2019,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","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":["insufficient_payload"],"category_scores_codex":[0.001150162,0.0003811303,0.0005411953,0.0002112775,0.00008886324,0.0001781038,0.0006939117,0.0002116636,0.00328474],"category_scores_gemma":[0.0002019659,0.0003604105,0.0002513563,0.0003639785,0.000139885,0.0003150779,0.0002094389,0.00047581,0.07646906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391717,"about_ca_system_score_gemma":0.00006643237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003071942,"about_ca_topic_score_gemma":0.0000063346,"domain_scores_codex":[0.9970064,0.000315685,0.000499627,0.0007367127,0.0003890349,0.001052595],"domain_scores_gemma":[0.9979931,0.000146782,0.0002367561,0.001252313,0.00009172581,0.0002793469],"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":[0.0005380114,0.0002706363,0.8278306,0.0002271772,0.0001956417,0.0001216341,0.0008614489,0.0001079443,0.0367652,0.02804231,0.09901514,0.006024263],"study_design_scores_gemma":[0.001476303,0.000344056,0.03049816,0.00009699667,0.00006584665,0.00008524973,0.0000944925,0.0005011103,0.0009275779,0.0005727501,0.964722,0.00061541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8953636,0.0008584083,0.0001775855,0.0006710365,0.0004521196,0.0006157786,0.00003082495,0.0005847611,0.1012459],"genre_scores_gemma":[0.9913622,0.00002502441,0.001027575,0.00268855,0.0003459459,0.00005315504,0.00004175171,0.0001416939,0.004314115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8657069,"threshold_uncertainty_score":0.9998848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019636846234465,"score_gpt":0.2485694269236103,"score_spread":0.2383730584612656,"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."}}