{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006242106,0.00005329996,0.0001232142,0.0001647548,0.0001697416,0.000005243805,0.00009129167,0.000120349,0.006768189],"category_scores_gemma":[0.01479241,0.00004631374,0.00001180596,0.0009840055,0.0002129536,0.00007891985,0.0000551496,0.0005283713,0.00003021571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003800509,"about_ca_system_score_gemma":0.0002425384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003941725,"about_ca_topic_score_gemma":0.0007833191,"domain_scores_codex":[0.9977463,0.001136861,0.0003855628,0.0001131301,0.0004538769,0.000164299],"domain_scores_gemma":[0.9985818,0.0003048576,0.00005518436,0.00009775243,0.0008975211,0.00006283459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004723873,0.004311616,0.3515745,0.0005353457,0.0002916132,0.000005449217,0.007421193,0.0000209756,0.1353668,0.08182532,0.03959787,0.378577],"study_design_scores_gemma":[0.009012067,0.002087657,0.9067445,0.0002072001,0.00006245673,0.00002336424,0.004160353,0.005563863,0.01313908,0.01274573,0.04596261,0.0002910939],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986286,0.0008343178,0.001947009,0.003291037,0.0001204304,0.0003672848,0.00002086487,0.00001493103,0.007118107],"genre_scores_gemma":[0.9988332,0.00024703,0.000007262725,0.0002175333,0.00001349193,0.00004766946,0.0005428475,0.000003423649,0.00008747317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5551701,"threshold_uncertainty_score":0.9941397,"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."}}