{"id":"W4403371726","doi":"10.1111/hdi.13186","title":"Involvement of healthcare staff in hospital hygiene during emergency hemodialysis","year":2024,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hygiene; Asepsis; Hemodialysis; Observational study; Health care; Infection control; Dialysis; Emergency medicine; Intensive care medicine; Medical emergency; Surgery; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002267735,0.0002259289,0.0002027717,0.0005129779,0.0008785413,0.0008257598,0.0004602835,0.0004447681,0.002530731],"category_scores_gemma":[0.01118186,0.0002121105,0.0002339127,0.0003782849,0.0003836321,0.0004490187,0.0009437015,0.0005254992,0.0002956435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009496848,"about_ca_system_score_gemma":0.001978989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003816892,"about_ca_topic_score_gemma":0.003881835,"domain_scores_codex":[0.996436,0.001727426,0.0004593034,0.0001812477,0.0005828142,0.0006132593],"domain_scores_gemma":[0.9840746,0.004043194,0.007352194,0.0004673185,0.001910911,0.002151852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001703147,0.00015642,0.9700307,0.0003193248,0.00003238034,0.0006350348,0.01015351,0.00007536414,0.0007427689,0.00004323537,0.0006934165,0.01694757],"study_design_scores_gemma":[0.00000838411,0.0005588724,0.9612692,0.0003954131,0.00003473874,0.001403023,0.03103424,0.0002324092,0.0006684465,0.00007642789,0.004290706,0.00002820345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972214,0.0006563626,0.0002245195,0.0003697482,0.000031861,0.00002939888,0.00009969434,0.000006499846,0.001360503],"genre_scores_gemma":[0.9991436,0.000259858,0.0002037658,0.0000987487,0.00001988811,0.00001458455,0.00003862713,0.00000187406,0.0002190541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003816892,"threshold_uncertainty_score":0.01199305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747734927976559,"score_gpt":0.3119881791344286,"score_spread":0.294510829854663,"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."}}