{"id":"W2123837831","doi":"10.1086/506397","title":"Manual Methods Are Suboptimal Compared With Automated Methods for Cleaning of Single‐Use Biopsy Forceps •","year":2006,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Forceps; Bioburden; Medicine; Biopsy; Surgery; Sonication; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001579735,0.0002343776,0.0008706696,0.0001658725,0.0001905175,0.00001284146,0.00005388579,0.0003943617,0.00007256935],"category_scores_gemma":[0.001913947,0.0001822573,0.0001403262,0.0001560266,0.000440313,0.0001596763,0.00002653276,0.0001707317,0.000006199878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003203875,"about_ca_system_score_gemma":0.00002261795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008422738,"about_ca_topic_score_gemma":0.00009383609,"domain_scores_codex":[0.9969478,0.001525023,0.0007366554,0.0003942445,0.00002086842,0.0003754013],"domain_scores_gemma":[0.995656,0.003274659,0.00061771,0.0001559373,0.0002476845,0.00004803769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003592176,0.00106717,0.5963053,0.0003470496,0.001025877,0.000003453347,0.000254573,0.002977582,0.2781946,0.02807308,0.004313708,0.08384537],"study_design_scores_gemma":[0.009818439,0.002863585,0.9250318,0.000101898,0.0003768408,0.0002109078,0.0001448299,0.02602178,0.005345362,0.002397889,0.02714251,0.0005441609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2542793,0.0006456944,0.742919,0.0003958993,0.0007691673,0.0004649328,0.00003133588,0.000276324,0.0002183044],"genre_scores_gemma":[0.9500831,0.00002179236,0.04896856,0.0004238378,0.00007354693,0.0000834623,0.0001828095,0.00002080468,0.000142105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6958038,"threshold_uncertainty_score":0.7432235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03416890090414314,"score_gpt":0.3690107923149398,"score_spread":0.3348418914107967,"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."}}