{"id":"W3097143038","doi":"10.1017/ice.2020.1024","title":"Sherlock Holmes: Whose Tissue Is It Anyway?","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; MD Precision (Canada); University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Forceps; Endoscopy; Biopsy; Patient care; Patient safety; Endoscope; General surgery; Intensive care medicine; Pathology; Medical emergency; Surgery; Health care; Nursing","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004353814,0.0002208171,0.0005793345,0.00006442237,0.0001990554,0.00001330757,0.00007058414,0.000451513,0.00236748],"category_scores_gemma":[0.002031798,0.0001871061,0.0001050999,0.0001436802,0.0002729606,0.0001468026,0.00004614244,0.0003325549,0.001441249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001767262,"about_ca_system_score_gemma":0.00002852926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000330783,"about_ca_topic_score_gemma":0.00002532692,"domain_scores_codex":[0.9980665,0.000530278,0.0005414733,0.0004742638,0.00002796799,0.0003594526],"domain_scores_gemma":[0.9988828,0.0005459178,0.0001974897,0.0001431095,0.00008974239,0.0001409401],"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":[0.0006729182,0.0004013744,0.3494457,0.0002093919,0.0006797509,0.00001434005,0.002911479,0.00005435689,0.02941038,0.01168537,0.4914291,0.1130859],"study_design_scores_gemma":[0.003316396,0.001573656,0.08760724,0.00002079051,0.00008494138,0.00004706037,0.0001061949,0.000435063,0.0007876562,0.0006168613,0.9050824,0.0003217279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5880978,0.01139777,0.1102059,0.2635555,0.0100926,0.001585529,0.0001303927,0.0008143732,0.01412014],"genre_scores_gemma":[0.9467032,0.0006196898,0.00002600479,0.05152957,0.0003665131,0.00003784939,0.00005974885,0.00001399981,0.0006434326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4136533,"threshold_uncertainty_score":0.9993362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0307643661355003,"score_gpt":0.3020472911038711,"score_spread":0.2712829249683708,"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."}}