{"id":"W2970332631","doi":"10.1017/ice.2019.239","title":"‘Chemical-free’ cleaning—Need for a closer look","year":2019,"lang":"en","type":"letter","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Content (measure theory); Action (physics); Computer science; World Wide Web; Mathematics","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","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001458612,0.000684056,0.002584118,0.0003803701,0.0001782023,0.00002471027,0.0001513317,0.003192124,0.0001178953],"category_scores_gemma":[0.01183302,0.0006029499,0.0008000166,0.0001305634,0.0003034851,0.000118231,0.00008570946,0.002889239,0.0001433603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097852,"about_ca_system_score_gemma":0.0002489708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009137726,"about_ca_topic_score_gemma":0.000021923,"domain_scores_codex":[0.9956286,0.0005704355,0.001353585,0.001166697,0.0001926666,0.001088039],"domain_scores_gemma":[0.9902762,0.007001792,0.0008342633,0.0008991925,0.0007907157,0.0001978963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004716548,0.00006849059,0.05189987,0.001151007,0.0005915981,0.00003308672,0.00003000869,0.000009935608,0.00009540919,0.0008679549,0.93932,0.005461024],"study_design_scores_gemma":[0.009958992,0.002582678,0.009247174,0.0002266809,0.0007377178,0.0003002971,0.000006454899,0.002264568,0.00001272424,0.004941021,0.9690711,0.0006506169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005518159,0.001636215,0.008665671,0.9717417,0.005773135,0.004488008,0.0002785083,0.0003962678,0.001502305],"genre_scores_gemma":[0.048781,0.000335498,0.0006969594,0.9282839,0.01769201,0.001066132,0.0006466966,0.0001668903,0.002330939],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04345786,"threshold_uncertainty_score":0.9996422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02973923968926749,"score_gpt":0.3208855510512079,"score_spread":0.2911463113619404,"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."}}