{"id":"W3032499424","doi":"10.15761/mri.1000173","title":"Evaluation of portable ultrasound machine contamination in a community emergency department","year":2020,"lang":"en","type":"article","venue":"Medical Research and Innovations","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Northern British Columbia","funders":"","keywords":"Emergency department; Contamination; Medical emergency; Computer science; Medicine; Nursing; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008200794,0.0003274051,0.0003153494,0.001888628,0.0004567189,0.0007738604,0.0004742771,0.0005159068,0.001907118],"category_scores_gemma":[0.006969556,0.0002579678,0.0002411233,0.0008615416,0.0004571926,0.0005321841,0.000661863,0.0004947921,0.00028944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003125252,"about_ca_system_score_gemma":0.0005269852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061085,"about_ca_topic_score_gemma":0.001987692,"domain_scores_codex":[0.9980674,0.000609951,0.000215843,0.0001514755,0.0006992472,0.000256117],"domain_scores_gemma":[0.9947632,0.001177582,0.002382507,0.0001419671,0.0009604007,0.0005743786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002654619,0.0001938397,0.9888607,0.0000761429,0.00002056504,0.001560473,0.0005897991,0.00004374821,0.002563093,0.00002839844,0.0001073245,0.005690653],"study_design_scores_gemma":[0.000009103562,0.001600917,0.9852743,0.00006395692,0.00003530915,0.006337164,0.004347928,0.0003873874,0.001360221,0.00004615201,0.0005184284,0.0000191442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998467,0.0002427727,0.0002793449,0.00005145905,0.000008810308,0.00003494601,0.00006673938,0.000008770162,0.0008400459],"genre_scores_gemma":[0.9990155,0.0001952983,0.0004905382,0.00004323622,0.00001752799,0.000009625993,0.00005860012,0.000002870141,0.0001668148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002061085,"threshold_uncertainty_score":0.006379902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334525202120073,"score_gpt":0.4231024912483059,"score_spread":0.2896499710362986,"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."}}