{"id":"W2319589624","doi":"10.3727/000000007783464498","title":"Detection of Microbial Contamination during Human Islet Isolation","year":2007,"lang":"en","type":"article","venue":"Cell Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Capital District Health Authority","funders":"","keywords":"Contamination; Islet; Transplantation; Isolation (microbiology); Medicine; Human decontamination; Microbiology; Biology; Surgery; Diabetes mellitus; Pathology; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001813475,0.00007538531,0.0001224154,0.0001749508,0.00007002296,0.00000493018,0.00001687839,0.00007909488,0.00006208882],"category_scores_gemma":[0.000009029866,0.00007793251,0.00005000408,0.0001331915,0.00002412735,0.00009582745,0.000001202769,0.00006724198,0.00001321077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004743256,"about_ca_system_score_gemma":0.000010969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002573529,"about_ca_topic_score_gemma":0.00001949604,"domain_scores_codex":[0.9993604,0.00001787213,0.0002652319,0.0001186317,0.000127477,0.0001104109],"domain_scores_gemma":[0.9996587,0.00004137116,0.0001006,0.00007356983,0.00008468267,0.00004109701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003600612,0.00006768894,0.01158428,0.0003827869,0.00001015028,0.000004593761,0.0004879056,0.000008163961,0.9862157,0.00002582294,0.000003837351,0.0008490597],"study_design_scores_gemma":[0.001637095,0.0001082831,0.330826,0.00004510595,0.00008694726,0.00001430918,0.00008331869,0.00004517542,0.6670718,0.00001092541,0.00002482777,0.00004624041],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565066,0.00002823922,0.03756522,0.0000123919,0.0001337223,0.0002050254,0.000004691734,0.00004739726,0.005496704],"genre_scores_gemma":[0.9988915,0.000025718,0.0003157326,0.00002994887,0.00009529784,0.000003228543,0.0001666539,0.00001007292,0.0004618219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3192417,"threshold_uncertainty_score":0.3177995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008477079977546561,"score_gpt":0.2319930362983569,"score_spread":0.2235159563208103,"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."}}