{"id":"W4250388579","doi":"10.1542/gr.41-6-68","title":"Comorbidities Predict <i>Clostridium difficile</i> Infection","year":2019,"lang":"en","type":"article","venue":"AAP Grand Rounds","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clostridium difficile; Medicine; Icon; Citation; World Wide Web; Microbiology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0003074996,0.0003425578,0.000561917,0.000272871,0.0002167888,0.0001077403,0.0001542584,0.0002554525,0.00149687],"category_scores_gemma":[0.0000859465,0.0002846899,0.0003194243,0.0005759788,0.0001519477,0.0001905553,0.0001194148,0.000611176,0.001114332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378363,"about_ca_system_score_gemma":0.0002587719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004500383,"about_ca_topic_score_gemma":0.00003659252,"domain_scores_codex":[0.9974236,0.00007020635,0.0004470312,0.0005361723,0.0008401325,0.0006828927],"domain_scores_gemma":[0.99853,0.0001499742,0.00009361978,0.0006876619,0.0002272693,0.0003115321],"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":[0.004725523,0.003575583,0.4063324,0.002072944,0.001206755,0.0004286085,0.001093786,0.0001771627,0.3795675,0.002874047,0.1774508,0.02049486],"study_design_scores_gemma":[0.01536351,0.004246519,0.06001117,0.0005616499,0.0005161641,0.0008051365,0.0004214773,0.001357511,0.414792,0.0002944664,0.5003904,0.00123998],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445887,0.0005735105,0.00004866276,0.00106514,0.0009630586,0.0007937566,0.00004291198,0.0002709745,0.05165328],"genre_scores_gemma":[0.9800202,0.0009711981,0.00003197495,0.0003069048,0.0007584916,0.00004690591,0.0002022157,0.00006342272,0.01759866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3463212,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174013654565324,"score_gpt":0.2731425642959974,"score_spread":0.255741198839465,"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."}}