{"id":"W4285087467","doi":"10.1111/ajt.17147","title":"A consensus conference to define the utility of advanced infectious disease diagnostics in solid organ transplant recipients","year":2022,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Alberta; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Antimicrobial stewardship; Transplantation; Intensive care medicine; Infectious disease (medical specialty); Clinical microbiology; Best practice; Organ transplantation; Disease; Pathology; Antibiotic resistance; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1986721,0.002062798,0.005705298,0.006914996,0.005347049,0.01107651,0.01314324,0.02679574,0.002706287],"category_scores_gemma":[0.1563655,0.001740093,0.009416889,0.003983967,0.004444337,0.006671512,0.01078668,0.03515664,0.001961312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0141672,"about_ca_system_score_gemma":0.06426305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01099028,"about_ca_topic_score_gemma":0.01114868,"domain_scores_codex":[0.8982111,0.04360397,0.02815358,0.00405886,0.02107735,0.004895206],"domain_scores_gemma":[0.7157437,0.1076103,0.01821287,0.006253081,0.1277887,0.02439126],"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":[0.0009500984,0.0008454554,0.01011444,0.01405461,0.001566805,0.001092221,0.002825036,0.002364439,0.002747002,0.03091157,0.5268521,0.4056761],"study_design_scores_gemma":[0.001036341,0.0006126094,0.01001944,0.05972138,0.001735024,0.00150053,0.003332049,0.00227756,0.002623725,0.0247799,0.8919501,0.0004113019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005544255,0.1051531,0.02126601,0.7859779,0.05990116,0.002926388,0.001080611,0.0002478928,0.01790269],"genre_scores_gemma":[0.09411395,0.1081868,0.2141768,0.517408,0.04152807,0.007276861,0.005358878,0.0004336238,0.01151696],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1986721,"threshold_uncertainty_score":0.9881799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068665369224754,"score_gpt":0.3157907958505671,"score_spread":0.2951041421583195,"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."}}