{"id":"W4392706467","doi":"10.51731/cjht.2024.854","title":"Reprocessed Single-Use Semicritical and Critical Medical Devices","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioburden; Medical device; Single use; Medicine; Medical emergency; Patient safety; Risk analysis (engineering); Business; Operations management; Health care; Surgery; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01803819,0.0007741801,0.002935724,0.010836,0.001288626,0.006239686,0.002664967,0.003052257,0.01015544],"category_scores_gemma":[0.09638595,0.0007143823,0.003263557,0.01245134,0.003994949,0.006986556,0.002555869,0.002461307,0.00188579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007142383,"about_ca_system_score_gemma":0.02817546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08740216,"about_ca_topic_score_gemma":0.1298665,"domain_scores_codex":[0.9801835,0.003880625,0.006322459,0.001242791,0.007644283,0.0007263395],"domain_scores_gemma":[0.8802991,0.06149926,0.02218628,0.002120001,0.03247828,0.001417082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003443383,0.00007154317,0.01290879,0.3260444,0.000964033,0.0005539298,0.00235521,0.0001834447,0.0005394589,0.004344531,0.04925337,0.6024368],"study_design_scores_gemma":[0.00008556866,0.0001537842,0.01632285,0.5415929,0.002540632,0.001833571,0.004750008,0.0001334483,0.0009804959,0.003517154,0.4279767,0.0001128649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003039279,0.9728147,0.001025229,0.01522327,0.001128719,0.0003076648,0.001891451,0.00003329495,0.004536351],"genre_scores_gemma":[0.03419989,0.9389192,0.004566629,0.0172941,0.001337417,0.0002834138,0.001602603,0.00005180977,0.001745032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08740216,"threshold_uncertainty_score":0.1737869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226927916130808,"score_gpt":0.3130722364932174,"score_spread":0.2808029573319093,"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."}}