{"id":"W2032598979","doi":"10.1016/j.ajic.2014.03.025","title":"Surveillance of patients identified with fungal mold at a public academic medical center","year":2014,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Epidemiology; Retrospective cohort study; Public health; Colonization; Health care; Medical record; Observational study; Infection control; Emergency medicine; Family medicine; Internal medicine; Intensive care medicine; Pathology; Microbiology","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":[],"consensus_categories":[],"category_scores_codex":[0.001019793,0.0001232787,0.0006067763,0.0001454611,0.0000497322,0.000008107316,0.00008280863,0.00006939123,0.0001960448],"category_scores_gemma":[0.001329695,0.00008312555,0.0001779808,0.0002502788,0.0003473925,0.0001370439,0.00001656642,0.000440804,0.000008150319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146253,"about_ca_system_score_gemma":0.0001655175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004950277,"about_ca_topic_score_gemma":0.0001668753,"domain_scores_codex":[0.9979338,0.0002525009,0.0006357958,0.0001466326,0.0008147848,0.0002164685],"domain_scores_gemma":[0.9976451,0.0002433586,0.0008592317,0.0001730521,0.0007796456,0.0002996216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00214603,0.0001978708,0.9844249,0.0000257726,0.0001441693,0.00000674158,0.000029245,0.000003359272,0.0004266145,0.00002348566,0.0004119869,0.01215979],"study_design_scores_gemma":[0.00536849,0.002226623,0.9899332,0.0001044503,0.00004233266,0.0001043799,0.00001839799,0.0001156395,0.0001576385,0.000007037671,0.001846144,0.00007568758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904671,0.00003545632,0.007904137,0.0009536541,0.0001895137,0.0001305221,0.000006860255,0.00001142053,0.0003012841],"genre_scores_gemma":[0.9988924,0.00006532025,0.00003483492,0.0007394473,0.0001941825,0.000002295075,0.000003674183,0.00001294655,0.0000549438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0120841,"threshold_uncertainty_score":0.3389762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006671926858923915,"score_gpt":0.2545184425827727,"score_spread":0.2478465157238487,"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."}}