{"id":"W878456599","doi":"10.1007/s00216-015-8856-2","title":"Hemoglobin assay for validation and quality control of medical device reprocessing","year":2015,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University; U.S. Department of Health and Human Services","keywords":"Detection limit; Analyte; Chromatography; Chemistry; Sodium dodecyl sulfate; Reagent; Hemoglobin; Medical device; Biomedical engineering; Medicine; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003468114,0.0006617492,0.0005507166,0.002014582,0.0004704953,0.0008864495,0.0007517257,0.000966281,0.001152402],"category_scores_gemma":[0.003922605,0.0003134288,0.0004431299,0.0006777085,0.000517374,0.0003003193,0.0004239781,0.0008722923,0.0006941662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006648952,"about_ca_system_score_gemma":0.001227171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684014,"about_ca_topic_score_gemma":0.001767947,"domain_scores_codex":[0.9959455,0.001389077,0.0002240245,0.0004506417,0.00179831,0.0001923833],"domain_scores_gemma":[0.9963449,0.0009414998,0.0005264148,0.000383178,0.001620846,0.0001831896],"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":[0.0007292522,0.0003641669,0.0320908,0.0003220722,0.0001109726,0.0001306402,0.0002046036,0.0007509897,0.8594618,0.001053187,0.00188792,0.1028935],"study_design_scores_gemma":[0.00003324146,0.0009799158,0.03086297,0.00009909587,0.0001525719,0.0005398002,0.00008927832,0.009698532,0.9482734,0.0004190836,0.008815384,0.00003662651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5379636,0.01909129,0.4243923,0.001063329,0.0006577875,0.0007984104,0.001980103,0.003323447,0.0107298],"genre_scores_gemma":[0.8153999,0.003974786,0.1719968,0.0009148218,0.0001537784,0.0002654449,0.001507133,0.0002024433,0.00558499],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003468114,"threshold_uncertainty_score":0.01834136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05197665725985046,"score_gpt":0.3410866586582563,"score_spread":0.2891100013984058,"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."}}