{"id":"W2588434314","doi":"10.1093/ndt/gfw170.17","title":"SP410EFFECT OF BIOFILM FORMATION ON HEMODIALYSIS MONITOR DISINFECTION","year":2016,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Medicine; Biofilm; Hemodialysis; Intensive care medicine; Microbiology; Surgery; Bacteria","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":[0.0005344091,0.001184273,0.0008162872,0.0004649036,0.0004599908,0.0004110952,0.0004823665,0.0007163727,0.003245312],"category_scores_gemma":[0.0003780444,0.0003137023,0.00046683,0.0003909822,0.0002512321,0.0002033959,0.0005899806,0.0007629861,0.001028784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903031,"about_ca_system_score_gemma":0.0004227961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005530856,"about_ca_topic_score_gemma":0.0005566253,"domain_scores_codex":[0.9986519,0.0002981873,0.0001742372,0.0002707915,0.0004656471,0.0001392608],"domain_scores_gemma":[0.9995255,0.0001327189,0.00009375533,0.0000542458,0.0001464909,0.00004725342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002276917,0.0001876832,0.0003935155,0.000208342,0.00001150354,0.00005255456,0.00008134238,0.00004819377,0.9956874,0.00005597206,0.000233323,0.002812499],"study_design_scores_gemma":[0.00002560755,0.002181118,0.00445355,0.0000354443,0.00003147237,0.0002200156,0.00004808368,0.0005048458,0.9892768,0.00004194249,0.003160186,0.00002092648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772332,0.005240016,0.007925906,0.0003003457,0.0004341943,0.0005684142,0.001337768,0.0003789397,0.006581171],"genre_scores_gemma":[0.9286572,0.006129844,0.04342025,0.0002624445,0.0001334368,0.001453993,0.003940876,0.0001280733,0.01587391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003245312,"threshold_uncertainty_score":0.01085669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153292154650888,"score_gpt":0.2316832549467268,"score_spread":0.2201503334002179,"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."}}