{"id":"W2948928288","doi":"10.1097/ipc.0000000000000740","title":"A Hail Mary Diagnostic Success","year":2019,"lang":"en","type":"article","venue":"Infectious Diseases in Clinical Practice","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital; St Mary's Hospital Centre","funders":"","keywords":"Medicine; Intensive care medicine; Endocarditis; Virology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00113264,0.0003937157,0.0007290822,0.0002450215,0.0001574714,0.00008688825,0.0004428485,0.0005139232,0.003997025],"category_scores_gemma":[0.04727187,0.0003896797,0.0004305385,0.0005380618,0.0004054998,0.0009460643,0.0003031348,0.001231867,0.01423682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001915083,"about_ca_system_score_gemma":0.0003962772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007559705,"about_ca_topic_score_gemma":0.0001957482,"domain_scores_codex":[0.9949611,0.001988791,0.001252059,0.0009501536,0.000142204,0.0007056988],"domain_scores_gemma":[0.9660801,0.03204124,0.0005296199,0.0009394034,0.0002530127,0.0001566234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005212168,0.004428829,0.9721197,0.00006863435,0.0004010425,0.0001945746,0.00003204582,0.0001404956,0.00008887842,0.001085772,0.007526273,0.01339255],"study_design_scores_gemma":[0.004442548,0.00087726,0.8843286,0.0001038319,0.0004618104,0.000262997,0.00009310386,0.00001420692,0.00003085702,0.001335691,0.1074856,0.000563478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950557,0.007428698,0.00006529809,0.0006317902,0.006880266,0.001045431,0.00009809153,0.0005859029,0.03270755],"genre_scores_gemma":[0.9938485,0.0009531838,0.00002054639,0.00385202,0.0002407313,0.0001519263,0.00009854401,0.00006353479,0.0007709815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09995936,"threshold_uncertainty_score":0.9998555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01643718736991638,"score_gpt":0.3487199304648818,"score_spread":0.3322827430949654,"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."}}