{"id":"W4404202465","doi":"10.1186/s12903-024-05152-2","title":"Exploring sterilizer performance through external biological indicator testing: a retrospective study","year":2024,"lang":"en","type":"article","venue":"BMC Oral Health","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Health Research Foundation; University of Saskatchewan","keywords":"Medicine; Retrospective cohort study; Oral and maxillofacial surgery; Medical physics; Intensive care medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001682327,0.0003405262,0.0003108623,0.001479944,0.0007712778,0.0008067802,0.0007486042,0.0003702175,0.000954092],"category_scores_gemma":[0.003448382,0.0005200224,0.0003559742,0.002463824,0.0008204624,0.0005285325,0.0006796042,0.0005430422,0.0002306967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345157,"about_ca_system_score_gemma":0.002973363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1844344,"about_ca_topic_score_gemma":0.1877223,"domain_scores_codex":[0.997767,0.0003483731,0.0003143539,0.0003740792,0.0008459377,0.0003502688],"domain_scores_gemma":[0.9944245,0.0007800916,0.00255523,0.0004557472,0.001298011,0.0004863473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001363354,0.00001307287,0.9991399,0.000007477963,0.000007873598,0.00005924954,0.0001504838,0.000007796338,0.0000754137,0.000005769739,0.00003185433,0.0004875175],"study_design_scores_gemma":[0.000001892704,0.0001634642,0.9972568,0.00001703827,0.00002585896,0.000523999,0.001373157,0.0001200828,0.0001702104,0.000008786295,0.0003321372,0.000006487499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999027,0.0001692809,0.000194573,0.00002055817,0.000001648,0.00002283721,0.000243817,0.000003526357,0.0003167814],"genre_scores_gemma":[0.9992006,0.0002015444,0.0001531416,0.0000442467,0.000002134997,0.00001129483,0.0002586129,0.000003185756,0.0001251412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1844344,"threshold_uncertainty_score":0.3667217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3256197151940794,"score_gpt":0.3791320817991776,"score_spread":0.05351236660509823,"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."}}