{"id":"W4245862477","doi":"10.22541/au.158713513.33344228","title":"Pyoderma gangrenosum after cardiac surgery","year":2020,"lang":"en","type":"dataset","venue":"Authorea","topic":"Autoimmune and Inflammatory Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pyoderma gangrenosum; Medicine; Immunosuppression; Surgery; Wound healing; Pyoderma; Dermatology; Pathology; Internal medicine","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":[0.0001937659,0.0004430811,0.001208461,0.0001961456,0.00005977575,0.00003471623,0.000163754,0.0005415812,0.001534694],"category_scores_gemma":[0.0001998306,0.0003987177,0.0006719166,0.0002268798,0.0001140058,0.00007656889,0.0001363417,0.0007251521,0.005628351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005297603,"about_ca_system_score_gemma":0.0004436347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062181,"about_ca_topic_score_gemma":0.000006817897,"domain_scores_codex":[0.9980184,0.00009444859,0.0005335161,0.0004997125,0.0004236585,0.000430285],"domain_scores_gemma":[0.998498,0.0001066064,0.0001899307,0.0008950816,0.00006477575,0.000245568],"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":[0.000140564,0.0000481697,0.0006919179,0.0005381014,0.0002963923,0.000760038,0.0000543756,3.443749e-8,0.000007944918,0.000001987272,0.9954398,0.002020631],"study_design_scores_gemma":[0.0001554072,0.00004972651,0.006843942,0.0002348272,0.0006054178,0.00002120166,0.00004006925,0.000001349699,0.00003983474,0.00001404854,0.9916013,0.0003928141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003145732,0.002603907,0.000001983386,0.001226429,0.001147062,0.0003924766,0.9935562,0.0001293807,0.0006279698],"genre_scores_gemma":[0.000578092,0.00140067,0.00001489493,0.002646425,0.0006681531,0.0001180646,0.9936799,0.00006658086,0.0008272427],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.006152024,"threshold_uncertainty_score":0.9998465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649451523641329,"score_gpt":0.2516766513077317,"score_spread":0.2351821360713184,"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."}}