{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":325,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":325,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"a1c91c5c640f","filters":{"topic":"Medical Device Sterilization and Disinfection"}},"results":[{"id":"W1895506454","doi":"10.1023/a:1013196629791","title":"Plasma Sterilization: A Review of Parameters, Mechanisms, and Limitations","year":2001,"lang":"en","type":"article","venue":"Plasmas and Polymers","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":289,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Plasma; Sterilization (economics); Microorganism; Plasma etching; Human plasma; Chemistry; Biochemical engineering; Nanotechnology; Materials science; Environmental chemistry; Etching (microfabrication); Biology; Physics; Chromatography; Bacteria; Business","authors":[{"name":"Sophie Lerouge","is_ca":true},{"name":"M. R. Wertheimer","is_ca":true},{"name":"L’H. Yahia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02641662595721956,"gpt":0.2474018133055285,"spread":0.220985187348309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009084446,0.00008130792,0.0001637316,0.00005351415,0.00007220258,0.000006501629,0.00002846209,0.00007808512,0.0006483546],"category_scores_gemma":[0.0001469461,0.00007006717,0.00002412653,0.000117161,0.0001102955,0.00005979342,0.00002100645,0.00005124211,0.00001997806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003294077,"about_ca_system_score_gemma":0.00001619053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001663654,"about_ca_topic_score_gemma":0.00001827485,"domain_scores_codex":[0.9994681,0.00007076687,0.0001986935,0.0001320851,0.00002797881,0.0001023074],"domain_scores_gemma":[0.9996333,0.0001480621,0.00007861374,0.00007634988,0.00002973121,0.00003390916],"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":[0.0007117787,0.000448588,0.007586665,0.006731317,0.000585789,0.00001348463,0.002289562,0.000007529044,0.07436619,0.09762707,0.01028296,0.7993491],"study_design_scores_gemma":[0.008347103,0.001793808,0.01453546,0.007483249,0.0008421456,0.001492236,0.002837677,0.0006914864,0.0411729,0.002048521,0.9175264,0.001229077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7281705,0.1887656,0.01720388,0.007311639,0.002574995,0.001221542,0.0001044713,0.000214864,0.05443251],"genre_scores_gemma":[0.8693594,0.1252456,0.0004683294,0.00249495,0.00001108745,0.00002080817,0.0002242518,0.00001266685,0.002162905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9072434,"threshold_uncertainty_score":0.7099028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3216922782","doi":"10.1136/gutjnl-2021-324729","title":"Estimating the environmental impact of disposable endoscopic equipment and endoscopes","year":2021,"lang":"en","type":"article","venue":"Gut","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":154,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medical waste; Medicine; Endoscope; Audit; Waste management; Hospital waste; Endoscopy; Waste disposal; Surgery; Environmental science; Engineering; Business","authors":[{"name":"Sathvik Namburar","is_ca":false},{"name":"Daniel von Renteln","is_ca":true},{"name":"John Damianos","is_ca":false},{"name":"Lisa Bradish","is_ca":false},{"name":"Jeanne Barrett","is_ca":false},{"name":"Andres Aguilera-Fish","is_ca":false},{"name":"Benoı̂t Cushman-Roisin","is_ca":false},{"name":"Heiko Pohl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00965806300255962,"gpt":0.2626656837332831,"spread":0.2530076207307235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006181721,0.00005046912,0.0000847125,0.00001072656,0.00007468469,0.000006785044,0.00003057301,0.00003752999,0.002196242],"category_scores_gemma":[0.0000545921,0.00003155614,0.00003077676,0.00003108984,0.00009200965,0.00002940915,0.00005071075,0.00005313055,0.00006249054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001373891,"about_ca_system_score_gemma":0.00002402694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004010767,"about_ca_topic_score_gemma":0.00000517027,"domain_scores_codex":[0.9996227,0.00006893172,0.0001100131,0.00008789388,0.00001946212,0.00009098279],"domain_scores_gemma":[0.9998009,0.00005016734,0.00003998621,0.00009165918,0.000005356102,0.00001199064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001869211,0.00009053674,0.08783356,0.00002765513,0.00009419503,0.000002204832,0.000501745,0.00005370067,0.8912896,0.0002723242,0.000518218,0.01929756],"study_design_scores_gemma":[0.00265781,0.0003706515,0.8240088,0.0001250111,0.0000951016,0.0001411839,0.0004688733,0.0007971039,0.164823,0.0003396551,0.005995456,0.000177332],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958628,0.001654551,0.00111264,0.00008051335,0.0002595204,0.00006275561,0.00001233146,0.000008813822,0.0009461156],"genre_scores_gemma":[0.9990376,0.00004171309,0.0001083537,0.00008274172,0.00001199086,0.000004150991,0.00005892843,0.000002822833,0.0006516947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7361753,"threshold_uncertainty_score":0.9987159,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1497562417","doi":"10.1007/bf03021437","title":"Transesophageal echocardiography-related complications","year":2008,"lang":"en","type":"review","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":133,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Complication; MEDLINE; Radiology; Intensive care medicine; Internal medicine","authors":[{"name":"Geneviève Côté","is_ca":true},{"name":"André Denault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02043520027913704,"gpt":0.2531943405999295,"spread":0.2327591403207925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000744755,0.0006828704,0.002323627,0.002400961,0.001017842,0.0001429587,0.0009836903,0.00118098,0.001273426],"category_scores_gemma":[0.0001987636,0.0005697487,0.001929514,0.001213471,0.0006698278,0.0002757153,0.000007487792,0.002369846,0.000340134],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006582897,"about_ca_system_score_gemma":0.009233738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479335,"about_ca_topic_score_gemma":0.001243955,"domain_scores_codex":[0.9954309,0.0008644493,0.002175153,0.0003542441,0.0002025654,0.0009726443],"domain_scores_gemma":[0.9955565,0.000192053,0.001729961,0.0003952475,0.0006604514,0.001465742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00003186571,0.00009594073,0.0001274562,0.001123579,0.001919225,0.3191147,0.0009208905,0.00002219441,0.000001441854,0.0007000172,0.03700791,0.6389348],"study_design_scores_gemma":[0.0003701037,0.0001939873,0.0001175797,0.001639655,0.0004674762,0.5051699,0.00004691017,1.791529e-7,3.526776e-7,0.00004161203,0.4916978,0.0002543929],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005453023,0.9955636,0.00005432011,0.0004074465,0.001581222,0.0003568924,0.00003583928,0.00002384113,0.001431589],"genre_scores_gemma":[0.003619158,0.9949576,0.00003619308,0.00007745221,0.000311588,0.000009102141,0.0001856104,0.0001007483,0.000702607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6386804,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015672147","doi":"10.1016/j.ajic.2012.03.018","title":"Validation of adenosine triphosphate to audit manual cleaning of flexible endoscope channels","year":2012,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":114,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba; St. Boniface Hospital","funders":"","keywords":"Bioburden; Medicine; Biomedical engineering; Chromatography; Surgery","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Iram Fatima","is_ca":true},{"name":"Nancy Olson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009898932654306115,"gpt":0.2748233125202023,"spread":0.2649243798658962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006230823,0.0001040742,0.0004292736,0.0002910551,0.00004883476,0.000005746311,0.00006082741,0.00006159305,0.001041981],"category_scores_gemma":[0.0003702788,0.0000886126,0.0001274275,0.0003771926,0.0001234833,0.0002301396,0.00001448333,0.0001454062,0.00005551961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003758631,"about_ca_system_score_gemma":0.00004907494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301724,"about_ca_topic_score_gemma":9.914313e-7,"domain_scores_codex":[0.9987277,0.0002586845,0.0006534117,0.00007932632,0.00008572603,0.0001951533],"domain_scores_gemma":[0.9982764,0.0001506447,0.001037454,0.00009424836,0.0003641847,0.00007708641],"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":[0.003988496,0.001045873,0.1847018,0.00008273784,0.001028105,0.000001695839,0.002448764,0.00218174,0.6034363,0.001533141,0.004457271,0.1950941],"study_design_scores_gemma":[0.008261951,0.008365837,0.1654345,0.0003165527,0.0004362178,0.0004068234,0.00101972,0.00002577212,0.791617,0.00003925533,0.02376942,0.0003069505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854005,0.0004324559,0.1108176,0.0002002765,0.002553503,0.0001532171,0.000006941901,0.0000153972,0.0004200955],"genre_scores_gemma":[0.9992518,0.00005151284,0.00009862666,0.000251117,0.0001698234,0.000004696608,0.000006574156,0.000009449733,0.0001564423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1947871,"threshold_uncertainty_score":0.9998712,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159153765","doi":"10.1016/j.jhin.2004.07.003","title":"Considering risks to healthcare workers from glutaraldehyde alternatives in high-level disinfection","year":2004,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":114,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Peracetic acid; Medicine; Disinfectant; Glutaraldehyde; Personal protective equipment; Environmental health; Health care; Infection control; Hydrogen peroxide; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Pathology","authors":[{"name":"Karen Rideout","is_ca":true},{"name":"Kay Teschke","is_ca":true},{"name":"Helen Dimich‐Ward","is_ca":true},{"name":"Susan Kennedy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03827731151144022,"gpt":0.313853467346503,"spread":0.2755761558350628,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002595086,0.0001516222,0.0002939237,0.0003525175,0.00009725226,0.00003222627,0.00006215739,0.0001884514,0.0001672468],"category_scores_gemma":[0.0003472621,0.0001354919,0.0001056003,0.0003196865,0.00005810664,0.0003844558,0.00003148761,0.000414187,0.0001180389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244178,"about_ca_system_score_gemma":0.00008974197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009490518,"about_ca_topic_score_gemma":0.00164182,"domain_scores_codex":[0.998799,0.0001476465,0.0005718073,0.0001826477,0.00008621857,0.0002126463],"domain_scores_gemma":[0.9992374,0.0000729205,0.0003476863,0.00009927868,0.000165815,0.00007691165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005938873,0.0009303215,0.924532,0.00004233452,0.0002560279,0.00004656423,0.003012895,0.01075209,0.0293679,0.0009511526,0.0005146624,0.02900016],"study_design_scores_gemma":[0.003106326,0.001482339,0.9745637,0.000378735,0.00003035051,0.00006643173,0.0003358821,0.0000041831,0.01528252,0.003272628,0.001282956,0.0001939514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688163,0.0002985054,0.02284052,0.001909151,0.005814857,0.0001916029,0.00001058863,0.00003479438,0.00008361334],"genre_scores_gemma":[0.999033,0.0001380365,0.0002614515,0.0003105189,0.0001904041,0.000006119848,0.00002369286,0.00001335551,0.00002336414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05003168,"threshold_uncertainty_score":0.9971054,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2028711128","doi":"10.1086/502394","title":"<i>Burkholderia cepacia</i> Infections Associated With Intrinsically Contaminated Ultrasound Gel: The Role of Microbial Degradation of Parabens","year":2004,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":104,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Institut National de la Recherche Scientifique; Health Canada; Winnipeg Regional Health Authority; St. John’s Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Microbiology; Burkholderia; Contamination; Paraben; Gel electrophoresis; Medicine; Enterobacter cloacae; Burkholderia cepacia complex; Bacteria; Biology; Food science; Enterobacteriaceae; Molecular biology","authors":[{"name":"Jim Hutchinson","is_ca":true},{"name":"Wendy Runge","is_ca":true},{"name":"Mike Mulvey","is_ca":true},{"name":"Gail Norris","is_ca":true},{"name":"Marion Yetman","is_ca":true},{"name":"Nelly Valkova","is_ca":true},{"name":"Richard Villemur","is_ca":true},{"name":"François Lépine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007187637165216047,"gpt":0.229020033323946,"spread":0.22183239615873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007105427,0.0001912935,0.0005847007,0.0001120223,0.0002034681,0.000006871751,0.00006659731,0.0003556717,0.00008300818],"category_scores_gemma":[0.002902853,0.0001290941,0.0001122103,0.0002616163,0.0008043693,0.0001196715,0.00002202551,0.0002855864,0.00001159363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000458289,"about_ca_system_score_gemma":0.00008047197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161111,"about_ca_topic_score_gemma":0.0009381266,"domain_scores_codex":[0.9981353,0.0006314888,0.0006636204,0.0002629586,0.00003962683,0.0002670276],"domain_scores_gemma":[0.9974132,0.001477901,0.0005955529,0.0001651758,0.0003059385,0.00004224621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005649875,0.001348319,0.5619636,0.00004316213,0.001077592,0.000001168926,0.0006778829,0.0008063939,0.3844862,0.04044345,0.0002538703,0.008333388],"study_design_scores_gemma":[0.01047064,0.003906516,0.9457144,0.0001454134,0.000448031,0.0001517702,0.0002701544,0.00007442012,0.02666387,0.006125983,0.00564793,0.0003808937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837424,0.0006775169,0.01308483,0.0006918444,0.0005716015,0.0004750041,0.00005310012,0.00007476837,0.0006289087],"genre_scores_gemma":[0.9990566,0.0002057347,0.00001754091,0.0004277173,0.00003211326,0.00003621602,0.000164456,0.00001167046,0.00004798887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3837508,"threshold_uncertainty_score":0.5264304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2032537901","doi":"10.1016/j.ajic.2012.03.015","title":"The adenosine triphosphate test is a rapid and reliable audit tool to assess manual cleaning adequacy of flexible endoscope channels","year":2012,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":93,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba","funders":"","keywords":"Medicine; Endoscope; Audit; Test (biology); Adenosine; Surgery; Internal medicine; Accounting","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Iram Fatima","is_ca":true},{"name":"Nancy Olson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01358675016672991,"gpt":0.2774515657575894,"spread":0.2638648155908595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008601897,0.0001290114,0.0003689306,0.0001432728,0.0002073056,0.00003123256,0.00007599968,0.00006377568,0.000598342],"category_scores_gemma":[0.0006693968,0.00008937607,0.00009495406,0.0003195356,0.000195573,0.000260811,0.00002610249,0.0002334261,0.00005415009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000365839,"about_ca_system_score_gemma":0.00006026469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041322,"about_ca_topic_score_gemma":0.000002034878,"domain_scores_codex":[0.9988019,0.0001610824,0.0005589326,0.0001065391,0.0000842356,0.0002872625],"domain_scores_gemma":[0.9983445,0.0004739428,0.0006895158,0.0001211592,0.0002793335,0.00009156348],"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":[0.003844223,0.000863393,0.2816259,0.00006705956,0.001116338,0.000004507979,0.002375322,0.0001773134,0.1096044,0.001606248,0.03410161,0.5646137],"study_design_scores_gemma":[0.01301636,0.0133442,0.3508355,0.0004238554,0.000581588,0.00141394,0.00212357,0.0001142816,0.08849388,0.00007939172,0.5289734,0.0006000836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497766,0.00381774,0.03973195,0.001862892,0.003661484,0.0003709656,0.00001287186,0.00003554816,0.0007299825],"genre_scores_gemma":[0.9975589,0.000501347,0.00006907219,0.001162381,0.0002026372,0.00001146008,0.000002055387,0.00001160405,0.0004805486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5640136,"threshold_uncertainty_score":0.6551425,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3114188052","doi":"10.1126/science.371.6524.10","title":"Pfizer's vaccine raises allergy concerns","year":2020,"lang":"en","type":"article","venue":"Science","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":89,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Allergy; Anaphylactic reactions; Medicine; Anaphylaxis; Immunology; Virology; Dermatology","authors":[{"name":"Jop de Vrieze","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02875292186196891,"gpt":0.2835833612901343,"spread":0.2548304394281654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001381445,0.00004954062,0.00007380801,0.00002721846,0.0001520089,0.00001548271,0.0001678199,0.00003784503,0.004462267],"category_scores_gemma":[0.0004648521,0.00003914118,0.00001798697,0.0003336534,0.0002422915,0.0001115912,0.00006137095,0.0000627608,0.001314853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008437732,"about_ca_system_score_gemma":0.00008047123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009157457,"about_ca_topic_score_gemma":0.000005111331,"domain_scores_codex":[0.9994807,0.00003205572,0.00009655191,0.0001942185,0.00004218036,0.0001543507],"domain_scores_gemma":[0.9997551,0.00002579807,0.00003052677,0.00008197943,0.00005230272,0.00005424077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006009619,0.00003320865,0.002102051,0.00000990585,0.00001279798,0.000002315996,0.000788174,0.00001521099,0.9576033,0.006231138,0.01766858,0.01547318],"study_design_scores_gemma":[0.0009159878,0.0001396397,0.0167008,0.000009579486,0.000004581327,0.0000113641,0.0002480296,0.0001608213,0.08976997,0.0001173204,0.8917994,0.0001224453],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7714416,0.004971588,0.04516225,0.03590216,0.007947568,0.0005982089,0.00002638431,0.0009220424,0.1330282],"genre_scores_gemma":[0.9947243,0.00003370711,0.00002090808,0.004577975,0.00004258981,0.000002185733,0.000008184505,0.000002298754,0.0005878273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8741309,"threshold_uncertainty_score":0.9994627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2097081396","doi":"10.1016/j.gie.2014.12.054","title":"When trainees reach competency in performing ERCP: a systematic review","year":2015,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":85,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Medical education; Medical physics; General surgery","authors":[{"name":"Neal Shahidi","is_ca":true},{"name":"George Ou","is_ca":true},{"name":"Jennifer J. Telford","is_ca":true},{"name":"Robert Enns","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04254071746512732,"gpt":0.325675785543053,"spread":0.2831350680779257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001588796,0.0005644477,0.003395873,0.0003122114,0.00007405888,0.00002348987,0.0004000626,0.0002213227,0.0009885998],"category_scores_gemma":[0.003440392,0.0004152078,0.0003867396,0.0003730842,0.0001314646,0.00009801678,0.00009814676,0.0008188029,0.001506072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214288,"about_ca_system_score_gemma":0.0005571469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004798313,"about_ca_topic_score_gemma":0.00002382483,"domain_scores_codex":[0.9958339,0.001376476,0.001629946,0.0005149483,0.0001275778,0.000517182],"domain_scores_gemma":[0.9980898,0.0004994769,0.0006825056,0.0004872818,0.0001424047,0.00009855408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000158571,0.00009928107,0.00001011445,0.9779152,0.0000558381,0.0000383676,0.00008165127,9.117238e-8,0.00002274744,0.0001888605,0.00277982,0.01879214],"study_design_scores_gemma":[0.0004681268,0.0002084594,9.946576e-7,0.8331523,0.001022831,0.01047893,0.00007169598,0.000002350367,2.948723e-7,0.00004385872,0.1542684,0.0002817008],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.373638e-7,0.9930869,0.0007143313,0.0000509722,0.0004285726,0.00212279,0.00003373984,0.0001186373,0.003443259],"genre_scores_gemma":[0.000002587422,0.9956872,0.00157279,0.0002252557,0.00005272705,0.0003816951,0.0009048936,0.00004859646,0.001124194],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1514886,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1531876209","doi":"10.1093/jaoac/88.1.182","title":"Carrier Tests to Assess Microbicidal Activities of Chemical Disinfectants for Use on Medical Devices and Environmental Surfaces","year":2005,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":78,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Human decontamination; Disinfectant; Context (archaeology); Microbicide; Biochemical engineering; Contamination; Environmental science; Computer science; Medicine; Waste management; Engineering; Biology; Pathology","authors":[{"name":"V. Susan Springthorpe","is_ca":true},{"name":"Syed A. Sattar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01958382706201497,"gpt":0.2941009373049143,"spread":0.2745171102428994,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002202636,0.00009018897,0.000185706,0.0001139725,0.00002935985,0.0000187128,0.000113826,0.0001237798,0.0008034762],"category_scores_gemma":[0.0003821375,0.00007084491,0.00006923578,0.0000278128,0.0001076151,0.0001984811,0.00003827527,0.000137105,0.000007142776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000507841,"about_ca_system_score_gemma":0.00004704621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004209836,"about_ca_topic_score_gemma":0.00001219723,"domain_scores_codex":[0.9992597,0.00004625472,0.0003496537,0.0001022624,0.0001401154,0.0001020573],"domain_scores_gemma":[0.9992638,0.0003576934,0.0002103283,0.00004577494,0.00006208281,0.00006028321],"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":[0.0009456764,0.0004630268,0.03691615,0.000020525,0.0002864228,0.000003307911,0.0004245754,0.0000356931,0.946686,0.0002314005,0.0037526,0.01023465],"study_design_scores_gemma":[0.004615155,0.0008761163,0.06645229,0.0003139983,0.00008940016,0.0006550939,0.0005728866,0.0003220895,0.8639389,0.00003479012,0.06185347,0.0002758515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973098,0.00008782568,0.0007772531,0.0008238149,0.0006715894,0.00007607209,0.0001489248,0.000004328636,0.0001003604],"genre_scores_gemma":[0.9988375,0.00002947851,0.0002367701,0.0005894622,0.0001219128,0.000002034666,0.00005118161,0.000005532799,0.0001261611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08274712,"threshold_uncertainty_score":0.8797501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2996752008","doi":"10.1016/j.ahj.2019.11.018","title":"Transesophageal echocardiography complications associated with interventional cardiology procedures","year":2019,"lang":"en","type":"article","venue":"American Heart Journal","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":74,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Fundación Alfonso Martín Escudero","keywords":"Medicine; MitraClip; Cohort; Complication; Surgery; Incidence (geometry); Internal medicine; Catheter; Cardiology; Mitral valve","authors":[{"name":"Afonso B. Freitas‐Ferraz","is_ca":true},{"name":"Josep Rodés‐Cabau","is_ca":true},{"name":"Lucía Junquera Vega","is_ca":true},{"name":"Jonathan Beaudoin","is_ca":true},{"name":"Kim O’Connor","is_ca":true},{"name":"Pierre Yves Turgeon","is_ca":true},{"name":"Jean‐Michel Paradis","is_ca":true},{"name":"Alfredo Nunes Ferreira‐Neto","is_ca":true},{"name":"Lluís Asmarats","is_ca":true},{"name":"Jean Champagne","is_ca":true},{"name":"Gilles O’Hara","is_ca":true},{"name":"Mathieu Bernier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01187805943036218,"gpt":0.2699476127570586,"spread":0.2580695533266964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002130537,0.0001121954,0.0003098201,0.0001575688,0.0001793725,0.00002133821,0.0000939844,0.00006838392,0.0009133573],"category_scores_gemma":[0.00007847643,0.00008645547,0.0002113915,0.0003282433,0.0003298517,0.00007826737,0.00001139066,0.0003286075,0.0003107479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000029589,"about_ca_system_score_gemma":0.0001015385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001841841,"about_ca_topic_score_gemma":0.00001324426,"domain_scores_codex":[0.9989558,0.0003199369,0.0002468902,0.0001763637,0.00006618649,0.0002347892],"domain_scores_gemma":[0.9994282,0.0001158436,0.0001391061,0.0001178495,0.0001431816,0.00005587952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001956338,0.000209965,0.9731945,0.00001482814,0.000853942,0.00000706832,0.000144254,0.0001380558,0.01137161,0.0004543367,0.01077652,0.002639329],"study_design_scores_gemma":[0.0009425156,0.0008810451,0.9849613,0.00006682954,0.00005343991,0.001004719,0.0002790886,0.000007374316,0.0001537096,0.00008917746,0.01143573,0.0001251276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878141,0.000429331,0.006798461,0.000856659,0.0005314523,0.0002043732,0.00002154632,0.00007690732,0.003267218],"genre_scores_gemma":[0.998529,0.00002853579,0.00007168373,0.0009521165,0.00004387955,0.00001176044,0.00009094983,0.00001130219,0.0002608329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176679,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090079646","doi":"10.1016/j.jhin.2008.04.024","title":"Survival of enveloped and non-enveloped viruses on surfaces compared with other micro-organisms and impact of suboptimal disinfectant exposure","year":2008,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":73,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Microbiology; Disinfectant; Glutaraldehyde; Candida albicans; Mycobacterium chelonae; Enterococcus faecalis; Medicine; Biology; Virology; Bacteria; Mycobacterium; Staphylococcus aureus","authors":[{"name":"Rosemarie Howie","is_ca":true},{"name":"Michelle J. Alfa","is_ca":true},{"name":"Kevin M. Coombs","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01529534115603919,"gpt":0.256652921190695,"spread":0.2413575800346558,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002139436,0.0001619723,0.0004360162,0.0001626173,0.00008919748,0.00001015934,0.00004038977,0.0001358016,0.000282169],"category_scores_gemma":[0.00009359235,0.0001075083,0.00008432175,0.0001616769,0.0003098651,0.0001986046,0.00002112673,0.0001659712,0.000005573992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003027002,"about_ca_system_score_gemma":0.00009081817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001957251,"about_ca_topic_score_gemma":0.00002616107,"domain_scores_codex":[0.9990907,0.0001153413,0.0004562643,0.0001253906,0.00008377089,0.0001285567],"domain_scores_gemma":[0.9989391,0.00009777573,0.0005664193,0.00008134358,0.0002684087,0.00004692877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001081564,0.0003973886,0.6788469,0.00003741698,0.0002757517,0.000003968617,0.0007501664,0.0000905286,0.3181289,0.00001663826,0.0001338315,0.0002368996],"study_design_scores_gemma":[0.002758111,0.007250126,0.9231264,0.0001109697,0.00006222305,0.000214679,0.0001190553,0.00001275102,0.06607965,0.000007539041,0.0001270716,0.000131424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979118,0.0002764048,0.001045837,0.00002264861,0.0003640523,0.0001314791,0.00001352982,0.000009885131,0.0002243909],"genre_scores_gemma":[0.9994765,0.0002956047,0.0000959111,0.00001728404,0.00002517603,7.93682e-7,0.000006658777,0.00001314087,0.00006891115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2520493,"threshold_uncertainty_score":0.4384062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995557581","doi":"10.1208/s12249-011-9644-8","title":"Radiation and Ethylene Oxide Terminal Sterilization Experiences with Drug Eluting Stent Products","year":2011,"lang":"en","type":"review","venue":"AAPS PharmSciTech","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":71,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Sterilization (economics); Medical device; Process engineering; Computer science; Medicine; Biomedical engineering; Business; Engineering","authors":[{"name":"Byron J. Lambert","is_ca":true},{"name":"Todd A. Mendelson","is_ca":true},{"name":"Michael Craven","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0359704780312096,"gpt":0.3017537666964177,"spread":0.2657832886652081,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003555165,0.0003788062,0.0007402159,0.0002396587,0.0002165644,0.00004670148,0.0001693408,0.0003099262,0.0003690281],"category_scores_gemma":[0.0001178592,0.0002671071,0.0000719111,0.0004114374,0.0002216403,0.0002216732,0.00008439734,0.0003193638,0.0001096056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004550286,"about_ca_system_score_gemma":0.0001560295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003755447,"about_ca_topic_score_gemma":0.000005463946,"domain_scores_codex":[0.9981128,0.000344775,0.0005350057,0.0006259751,0.00007494921,0.0003065135],"domain_scores_gemma":[0.9990402,0.00007290224,0.0004690153,0.0002686038,0.00009610053,0.00005318553],"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":[0.00003774121,0.00006551352,0.00002900366,0.003255578,0.00009535069,0.000004899012,0.002307255,7.891418e-8,0.0001852648,0.00005865528,0.0004932027,0.9934675],"study_design_scores_gemma":[0.000528389,0.0001112538,0.00003791775,0.002701219,0.0003925622,0.00037356,0.0007910927,0.000002049592,0.001084667,0.000005679471,0.9935787,0.0003929198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005503152,0.9918639,0.0003854544,0.00002118622,0.0008151466,0.0008702601,0.00001257012,0.0001344482,0.000393875],"genre_scores_gemma":[0.006013839,0.99119,0.00007226013,0.00009188988,0.00009462937,0.0002520485,0.000583482,0.00004065298,0.001661242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9930855,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1997048720","doi":"10.1067/mic.2001.114233","title":"Preventing the spread of hepatitis B and C viruses: Where are germicides relevant?","year":2001,"lang":"en","type":"review","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Health Canada","funders":"","keywords":"Medicine; Transmission (telecommunications); Virology; Hepatitis B virus; Virus; Hepatitis B; Cirrhosis; Internal medicine","authors":[{"name":"Syed A. Sattar","is_ca":true},{"name":"Jason A. Tetro","is_ca":true},{"name":"V. Susan Springthorpe","is_ca":true},{"name":"Antonio Giulivi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0161358150080186,"gpt":0.2993138894634119,"spread":0.2831780744553933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005929447,0.0002272758,0.001417867,0.0002196562,0.0001203289,0.00002240423,0.0001076931,0.000168091,0.0003173373],"category_scores_gemma":[0.000517455,0.0001384514,0.0004200016,0.0003430145,0.0004237605,0.0001057046,0.00002575216,0.0005179584,0.00002196548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004401302,"about_ca_system_score_gemma":0.0001252658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004064601,"about_ca_topic_score_gemma":0.0001260302,"domain_scores_codex":[0.997584,0.0009677381,0.001057915,0.0001496115,0.00007259406,0.0001681326],"domain_scores_gemma":[0.9954043,0.0007163035,0.003437466,0.0001600029,0.0002431735,0.00003875059],"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":[0.00004379807,0.000055334,0.006690152,0.0008182781,0.0006236181,0.000004544882,0.00004727932,0.000002210885,0.00003871568,0.00003219965,0.0006226323,0.9910212],"study_design_scores_gemma":[0.0007146742,0.000517605,0.001837535,0.006323583,0.001152696,0.001454392,0.00007796891,0.000002165871,0.000008195214,0.00002053139,0.9877485,0.0001421587],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002203567,0.9926084,0.003613663,0.00009650178,0.0009277192,0.0003095447,0.00001921208,0.00001557488,0.0002058719],"genre_scores_gemma":[0.01625258,0.9832606,0.00001045676,0.0001933896,0.0001452532,0.00001025012,0.000005214732,0.00002003835,0.0001022252],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9908791,"threshold_uncertainty_score":0.5645885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W93672273","doi":"10.1155/2011/354546","title":"‘Short’ Double-Balloon Enteroscope for Endoscopic Retrograde Cholangiopancreatography in Patients with a Surgically Altered Upper Gastrointestinal Tract","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Double-balloon enteroscopy; Balloon; Anastomosis; Surgery; Gastroenterostomy; URETEROSCOPE; Major duodenal papilla; Endoscopy; Billroth II; Roux-en-Y anastomosis; Radiology; Internal medicine; Gastric bypass; Pancreatitis; Cancer","authors":[{"name":"Soyun Cho","is_ca":true},{"name":"Patarapong Kamalaporn","is_ca":true},{"name":"Gabor Kandel","is_ca":true},{"name":"Paul Kortan","is_ca":true},{"name":"Norman E. Marcon","is_ca":true},{"name":"Gary R. May","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01627280906137226,"gpt":0.2160221367844346,"spread":0.1997493277230624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002314128,0.0001850894,0.0004002189,0.0005516815,0.00007010726,0.00001625385,0.0002044065,0.000108565,0.0004925485],"category_scores_gemma":[0.00004488686,0.0001486105,0.0001451224,0.0001126671,0.0002120432,0.0001355396,0.000008869444,0.0003274209,0.000007917647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000065057,"about_ca_system_score_gemma":0.0001445784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005721922,"about_ca_topic_score_gemma":0.006531509,"domain_scores_codex":[0.998485,0.000154805,0.0005275321,0.0002030269,0.00004787369,0.0005817141],"domain_scores_gemma":[0.9991775,0.00002870896,0.0002196016,0.0001343616,0.0001878869,0.0002519361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004628506,0.0001971984,0.9941412,0.00001387703,0.00006256127,0.00003144237,0.0001297522,0.000001094581,0.0001798178,0.00005440469,0.0002733976,0.0002868058],"study_design_scores_gemma":[0.01029355,0.006331968,0.9813382,0.0001508007,0.00005692492,0.0004545584,0.0000474426,5.680039e-7,0.0001112467,0.00001335886,0.001130541,0.00007084031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965954,0.00008773785,0.002020043,0.0000895172,0.0006220236,0.0003046953,0.00003153343,0.000008276284,0.0002408183],"genre_scores_gemma":[0.9989034,0.000004317953,0.0005699613,0.0003408527,0.0000377971,0.00001395733,0.00008732711,0.00001765248,0.00002472406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01280294,"threshold_uncertainty_score":0.606016,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1987507360","doi":"10.1016/j.ajic.2012.12.006","title":"Monitoring and improving the effectiveness of cleaning medical and surgical devices","year":2013,"lang":"en","type":"review","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":61,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba","funders":"","keywords":"Medicine; Medical emergency; Operations management; Engineering","authors":[{"name":"Michelle J. Alfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01150675589012651,"gpt":0.2979577454284371,"spread":0.2864509895383106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002056882,0.0002039947,0.001299139,0.0001780242,0.0001157301,0.00002855186,0.00009011111,0.0002153665,0.000090502],"category_scores_gemma":[0.0009238209,0.0001149937,0.0002111296,0.0001992328,0.0005394671,0.0001118177,0.0000459863,0.0006314353,0.000005780045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003175386,"about_ca_system_score_gemma":0.0001494681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177024,"about_ca_topic_score_gemma":0.000002157117,"domain_scores_codex":[0.996766,0.002071968,0.000744141,0.0001547368,0.0001085616,0.0001545927],"domain_scores_gemma":[0.995288,0.003105076,0.001246929,0.00009558463,0.0001891989,0.00007520559],"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":[0.00007808384,0.00002535542,0.002760086,0.001667346,0.0003587256,0.000004893287,0.00002507428,4.71781e-7,0.00005319184,0.0000422804,0.00000421704,0.9949803],"study_design_scores_gemma":[0.01019693,0.004826347,0.03605516,0.05420907,0.005296201,0.02256408,0.0006869374,0.00004912187,0.0002271363,0.00005276783,0.8648273,0.001008887],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02144219,0.9754811,0.001663864,0.00002068282,0.0009920779,0.0003030958,0.000002200447,0.00001200252,0.00008279597],"genre_scores_gemma":[0.2798521,0.7199526,0.000006136474,0.00001471742,0.0001434075,0.00001195097,0.000001633404,0.00001203711,0.000005341674],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9939714,"threshold_uncertainty_score":0.4689307,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2084235320","doi":"10.1186/1471-2334-9-56","title":"Modeling microbial survival in buildup biofilm for complex medical devices","year":2009,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Health Sciences Centre Foundation","keywords":"Biofilm; Disinfectant; Glutaraldehyde; Microbiology; Oxidizing agent; Chemistry; Hydrogen peroxide; Food science; Biology; Bacteria; Chromatography; Biochemistry; Organic chemistry","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Rosemarie Howie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02882218082423847,"gpt":0.2965823416119476,"spread":0.2677601607877091,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002132227,0.000182199,0.0003029779,0.0001717591,0.0001746181,0.00002974757,0.0001335065,0.0002554979,0.001324616],"category_scores_gemma":[0.0006670755,0.0001671806,0.0001411298,0.0002049591,0.00008642543,0.0001016264,0.00002931256,0.0001374019,0.0001253826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004920199,"about_ca_system_score_gemma":0.0001807438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001581435,"about_ca_topic_score_gemma":0.001467067,"domain_scores_codex":[0.998668,0.0001894638,0.000388341,0.0003241964,0.00007691991,0.000353124],"domain_scores_gemma":[0.9994274,0.000176966,0.0000619533,0.0001548642,0.00008536707,0.00009343911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004534672,0.009544925,0.7301397,0.001212107,0.0004416007,0.00003753743,0.0007723329,0.01070423,0.0785563,0.03235405,0.02078833,0.1109142],"study_design_scores_gemma":[0.04908845,0.002417267,0.7628407,0.0008158165,0.0005632881,0.0003265162,0.0008220722,0.1102662,0.002016748,0.009209126,0.05873016,0.002903637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217517,0.0010106,0.07202877,0.0003701801,0.00172719,0.0006365624,0.00008924268,0.0003596504,0.002026037],"genre_scores_gemma":[0.997614,0.00003853038,0.00005481909,0.001490293,0.0001484109,0.00003364308,0.0005242881,0.00001256822,0.00008339585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1080106,"threshold_uncertainty_score":0.9995883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2972816756","doi":"10.1016/j.gie.2019.08.043","title":"Impact of wet storage and other factors on biofilm formation and contamination of patient-ready endoscopes: a narrative review","year":2019,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":59,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Merck Canada","keywords":"Medicine; Endoscope; Food and drug administration; Biofilm; Contamination; Narrative review; Endoscopy; Intensive care medicine; Surgery; Medical emergency","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Harminder Singh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03506240642744186,"gpt":0.3361207149786916,"spread":0.3010583085512497,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002200567,0.0003638404,0.001356223,0.0001898866,0.00004981861,0.000008109998,0.00007990329,0.0001502654,0.00038276],"category_scores_gemma":[0.0007081821,0.0002477556,0.0001949413,0.0001700731,0.0001952937,0.0001117814,0.00004245345,0.000252975,0.0000304637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006972621,"about_ca_system_score_gemma":0.0001218293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008523633,"about_ca_topic_score_gemma":0.000004821833,"domain_scores_codex":[0.998104,0.0005567636,0.0007828568,0.0002842124,0.00007921752,0.0001929766],"domain_scores_gemma":[0.9979718,0.0005068606,0.001143639,0.0001995173,0.0001324801,0.00004567292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001144279,0.001461172,0.006849972,0.2403583,0.001293404,0.00000869498,0.004583588,0.000004307434,0.01415311,0.001725995,0.005051051,0.7233661],"study_design_scores_gemma":[0.006671532,0.02639726,0.003168314,0.5512936,0.003568115,0.00414704,0.001905154,0.00002474322,0.001042811,0.00003330741,0.4002236,0.001524503],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009783148,0.9870512,0.0004637118,0.000005710759,0.0001806131,0.001420025,0.000445804,0.00002521923,0.0006245369],"genre_scores_gemma":[0.006580823,0.9919472,0.0001751798,0.00004981783,0.00001096905,0.00004056554,0.001048109,0.00003118598,0.0001161329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7218416,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999156740","doi":"10.1016/j.ajic.2013.08.007","title":"Comparison of clinically relevant benchmarks and channel sampling methods used to assess manual cleaning compliance for flexible gastrointestinal endoscopes","year":2014,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":58,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Shared Health; St. Boniface Hospital","funders":"","keywords":"Bioburden; Medicine; Suction; Peristaltic pump; Sampling (signal processing); Surgery; Filter (signal processing)","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Brenda-Lee Murray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1040237024104242,"gpt":0.450997095304034,"spread":0.3469733928936098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001914088,0.0001315355,0.000693703,0.0001727533,0.0001222472,0.00002018839,0.00007690413,0.00005291455,0.00006961419],"category_scores_gemma":[0.002968793,0.0001125604,0.0001258851,0.0001572162,0.000206115,0.00009005416,0.00002182315,0.000262147,0.000003531373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002443988,"about_ca_system_score_gemma":0.0000483418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003978634,"about_ca_topic_score_gemma":0.00001050051,"domain_scores_codex":[0.9979968,0.00058156,0.0009874658,0.0001676335,0.00006085078,0.0002056558],"domain_scores_gemma":[0.9961101,0.002098204,0.00117286,0.00009614335,0.0004335565,0.00008910909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004264525,0.0004623068,0.2651952,0.0001496579,0.0003318227,6.041056e-7,0.0007597982,0.003471521,0.3981291,0.0009005446,0.0006168716,0.3257181],"study_design_scores_gemma":[0.03786552,0.08416554,0.7022872,0.004356905,0.001342828,0.002625764,0.005570051,0.03497255,0.06731439,0.001660121,0.05626101,0.001578146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2298595,0.00004995188,0.7690693,0.0002251908,0.0005112877,0.000161764,0.000004708078,0.00001523708,0.0001030857],"genre_scores_gemma":[0.9624762,0.00001016021,0.03695883,0.0004099621,0.0001034801,0.000008326168,0.000008244842,0.00001043274,0.00001438406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7326166,"threshold_uncertainty_score":0.4590079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2187610086","doi":"","title":"Dental burs and endodontic files: are routine sterilization procedures effective?","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Sterilization (economics); Dentistry; Dental instruments; Medicine; ENDODONTIC PROCEDURES; Root canal; Business","authors":[{"name":"Archie Morrison","is_ca":true},{"name":"Susan Conrod","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007352027532496624,"gpt":0.2104773212291067,"spread":0.2031252936966101,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001207507,0.0001053018,0.0001440567,0.00007145839,0.00009416323,0.00002408048,0.000044805,0.0001175986,0.0001216969],"category_scores_gemma":[0.0003834165,0.00008954967,0.00002796912,0.0001124432,0.00006845323,0.0001012619,0.00001794426,0.00007852069,0.00003682286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002304388,"about_ca_system_score_gemma":0.000007089161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006724319,"about_ca_topic_score_gemma":0.00003587125,"domain_scores_codex":[0.9993049,0.00009854794,0.0001481122,0.0002030497,0.00003226554,0.0002131417],"domain_scores_gemma":[0.9997264,0.00004192891,0.00007553148,0.00008213797,0.00003299885,0.00004106456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007139006,0.0004986785,0.2590339,0.0002426169,0.0001315149,0.00001000267,0.0005647629,0.000008172655,0.01550108,0.001527389,0.006681669,0.7150863],"study_design_scores_gemma":[0.001120021,0.00005516226,0.991525,0.00002308151,0.00002616045,0.00005684405,0.000127309,0.000007777093,0.00379635,0.00009996052,0.003060334,0.0001020094],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932997,0.001501295,0.001171822,0.0003285233,0.0005494782,0.000987109,0.000009131308,0.0001444572,0.002008446],"genre_scores_gemma":[0.9980841,0.0000568218,0.000005100329,0.0006864543,0.00004132896,0.000232876,0.0000864234,0.000005937264,0.0008009981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7324911,"threshold_uncertainty_score":0.365173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090313913","doi":"10.1086/502035","title":"A Survey of Reprocessing Methods, Residual Viable Bioburden, and Soil Levels in Patient-Ready Endoscopic Retrograde Choliangiopancreatography Duodenoscopes Used in Canadian Centers","year":2002,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Bioburden; Medicine; Surgery","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Pat DeGagné","is_ca":true},{"name":"Michele Jackson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03960247820236268,"gpt":0.3136157394163074,"spread":0.2740132612139448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00168217,0.0001863794,0.0006959179,0.0005641325,0.0001008771,0.00001105095,0.00004762462,0.0003704021,0.000124199],"category_scores_gemma":[0.003092484,0.000171529,0.00004391979,0.0003933973,0.0003281569,0.0001397276,0.00002253421,0.0002773296,0.000006851413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004908437,"about_ca_system_score_gemma":0.00004534615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4933823,"about_ca_topic_score_gemma":0.2736343,"domain_scores_codex":[0.9964293,0.001915855,0.0007169361,0.0004229665,0.00002605365,0.0004888857],"domain_scores_gemma":[0.9984903,0.0009355092,0.000250322,0.0001405956,0.00007470104,0.0001085682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003922141,0.00009125648,0.9852421,0.0000358501,0.00004666159,0.000002964364,0.0003288658,0.00001949734,0.001536529,0.0001464558,0.000130084,0.01238057],"study_design_scores_gemma":[0.002642528,0.0004483384,0.9944403,0.000085782,0.0000218781,0.00001574502,0.00006056933,0.0004222489,0.0002825032,0.0001531608,0.001280141,0.0001468643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884133,0.009199924,0.0006150467,0.0005917668,0.0005078192,0.000318778,0.00005395141,0.00002717615,0.00027225],"genre_scores_gemma":[0.9986191,0.0006492484,0.00008614444,0.0005005553,0.00001417208,0.00003436695,0.00005980849,0.00001040639,0.00002624569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2197479,"threshold_uncertainty_score":0.73962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078670114","doi":"10.1016/j.ajic.2006.01.010","title":"Automated washing with the Reliance Endoscope Processing System and its equivalence to optimal manual cleaning","year":2006,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":52,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Medicine; Endoscope; Biomedical engineering; Surgery","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Pat DeGagné","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004672839850548058,"gpt":0.2427028131339806,"spread":0.2380299732834326,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000401876,0.0001090396,0.0002414534,0.0001083862,0.0002462367,0.00005173124,0.00006088744,0.00003909808,0.0000182603],"category_scores_gemma":[0.00009055818,0.00006694168,0.00003472639,0.0002877954,0.0001233412,0.0001985386,0.00001344736,0.0002074595,0.00001937762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005016678,"about_ca_system_score_gemma":0.00005609541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008686974,"about_ca_topic_score_gemma":0.00001493812,"domain_scores_codex":[0.9990941,0.0002202809,0.0003116806,0.0001225551,0.00007290516,0.0001785191],"domain_scores_gemma":[0.9990631,0.0001104902,0.0004793568,0.00005838887,0.0002496653,0.00003902708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006445226,0.0003936932,0.05543629,0.0004860387,0.0007464663,0.0000648881,0.003216939,0.04545755,0.6385053,0.002746856,0.009690399,0.2368103],"study_design_scores_gemma":[0.03664935,0.03003855,0.6601043,0.007981744,0.001828441,0.02616278,0.02210375,0.06912534,0.04866945,0.0000171618,0.09478596,0.002533205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9120479,0.0004781346,0.08580222,0.0006490648,0.0002843649,0.0001585048,0.000001886273,0.000109674,0.0004682723],"genre_scores_gemma":[0.9992953,0.00001338651,0.0001349731,0.0003789769,0.00009599364,0.000006619918,0.000001284397,0.00000983676,0.0000636344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.604668,"threshold_uncertainty_score":0.2729802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2403052939","doi":"10.1016/j.ajic.2016.03.040","title":"Evaluation of the ability of different detergents and disinfectants to remove and kill organisms in traditional biofilm","year":2016,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":47,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Biofilm; Disinfectant; Microbiology; Enterococcus faecalis; Glutaraldehyde; Bacteria; Pseudomonas aeruginosa; Hydrogen peroxide; Colony-forming unit; Food science; Chemistry; Biology; Staphylococcus aureus; Chromatography; Biochemistry","authors":[{"name":"Cristiana da Costa Luciano","is_ca":false},{"name":"Nancy Olson","is_ca":true},{"name":"Anaclara Ferreira Veiga Tipple","is_ca":false},{"name":"Michelle J. Alfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01485447605527085,"gpt":0.2536877823964814,"spread":0.2388333063412105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008353026,0.00007437065,0.0002574366,0.0001228288,0.00003061416,0.000003007824,0.00003467829,0.00004425837,0.000215613],"category_scores_gemma":[0.001074842,0.00003988298,0.0000535661,0.0001571302,0.0002686302,0.00007219157,0.00001384367,0.00007240409,0.000001256067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006020115,"about_ca_system_score_gemma":0.00005945566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004897526,"about_ca_topic_score_gemma":0.00005066381,"domain_scores_codex":[0.99866,0.000608568,0.0004297639,0.00009291725,0.0001284139,0.00008031677],"domain_scores_gemma":[0.9988833,0.0002342855,0.0004388173,0.00007773236,0.0003309957,0.00003483605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001936195,0.0001343204,0.3556146,0.000006968364,0.00006720058,8.13914e-8,0.0001297531,0.000006930434,0.5310252,0.00008924766,0.00001412091,0.1127179],"study_design_scores_gemma":[0.002764852,0.0006554073,0.9775234,0.0000950453,0.00008694206,0.00004452926,0.00003841701,0.00002498663,0.01816595,0.0005183441,0.00003802817,0.0000441277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948581,0.00006541602,0.003939807,0.0004649039,0.0004321409,0.0001819947,0.00001408717,0.00000242484,0.00004104995],"genre_scores_gemma":[0.9997985,0.0000525709,0.000007701332,0.0001145217,0.00001630976,0.000003172708,6.748821e-7,0.000003503109,0.000002986837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6219088,"threshold_uncertainty_score":0.2360811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083091054","doi":"10.1017/s0266462308080562","title":"Reuse of single use medical devices in Canada: Clinical and economic outcomes, legal and ethical issues, and current hospital practice","year":2008,"lang":"en","type":"review","venue":"International Journal of Technology Assessment in Health Care","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":46,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Agency for Drugs and Technologies in Health; Institute of Health Economics; Calgary General Hospital; University of Alberta; University of Calgary","funders":"","keywords":"Reuse; Medicine; Liability; Health care; Medical emergency; Adverse effect; Business; Accounting","authors":[{"name":"David Hailey","is_ca":true},{"name":"Philip Jacobs","is_ca":true},{"name":"Nola M. Ries","is_ca":true},{"name":"Julie Polisena","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04124287589221643,"gpt":0.4567365930714785,"spread":0.4154937171792621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008645098,0.0002116832,0.001360916,0.0006043115,0.00003663796,0.00001678074,0.0003628096,0.000893059,0.00004155235],"category_scores_gemma":[0.003118644,0.0001739935,0.00008012068,0.00009785723,0.0003980658,0.0001513613,0.0003192048,0.002544475,9.89474e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007801297,"about_ca_system_score_gemma":0.005705893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05002014,"about_ca_topic_score_gemma":0.1265515,"domain_scores_codex":[0.9965134,0.0006648654,0.002150032,0.0002858848,0.0001963084,0.0001894924],"domain_scores_gemma":[0.9968604,0.001140439,0.001520008,0.0001536434,0.0002355239,0.00008998724],"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":[0.0000586815,0.0002405735,0.1478186,0.001535738,0.0003007193,0.0002148906,0.0001082164,5.268557e-7,1.288006e-7,0.003008023,0.001505289,0.8452086],"study_design_scores_gemma":[0.001447506,0.0003515803,0.02040961,0.005616841,0.00005281309,0.001945153,0.0005510165,0.000003108848,2.96222e-7,0.00003001918,0.969448,0.0001440571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01811043,0.960772,0.0000156454,0.01814377,0.002631021,0.0002554887,0.00005037618,0.000007327195,0.00001390075],"genre_scores_gemma":[0.04166182,0.9574261,0.0002651777,0.0005245061,0.00004567788,0.000006515133,0.00005538492,0.00001121955,0.000003562704],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9679427,"threshold_uncertainty_score":0.9999309,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030292764","doi":"10.1016/j.ajic.2011.10.006","title":"Development and validation of rapid use scope test strips to determine the efficacy of manual cleaning for flexible endoscope channels","year":2012,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":45,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Protocol (science); Audit; Medical physics; Pathology","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Pat DeGagné","is_ca":true},{"name":"Patricia J. Simner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02657793721862995,"gpt":0.2872550028651878,"spread":0.2606770656465578,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007715297,0.00008905379,0.0002912208,0.0001594645,0.0001017184,0.00001143758,0.00004608219,0.0000404989,0.00007532764],"category_scores_gemma":[0.001389958,0.00006195495,0.00006397859,0.0001752774,0.0001214042,0.0001820036,0.00001515153,0.0001040712,0.000004402974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002299613,"about_ca_system_score_gemma":0.00005432277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002823471,"about_ca_topic_score_gemma":0.000002671318,"domain_scores_codex":[0.9990324,0.0001742995,0.0005196022,0.00007047702,0.00005487157,0.0001483011],"domain_scores_gemma":[0.9979776,0.0009794779,0.0006650519,0.00007137136,0.000255397,0.00005106742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001985323,0.0005258517,0.08788603,0.00006227008,0.0003984285,2.602143e-7,0.002349666,0.0003286279,0.4114012,0.0001683746,0.0006409739,0.494253],"study_design_scores_gemma":[0.008443194,0.005497491,0.2411125,0.0002692835,0.0002753328,0.0002314409,0.0008536158,0.00004458577,0.6910635,0.0000052756,0.05198442,0.0002193454],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264572,0.0001692794,0.07232603,0.0001021763,0.0006179661,0.0002791695,0.000006232321,0.000008188025,0.00003374297],"genre_scores_gemma":[0.9989856,0.00004507228,0.000624452,0.0001972238,0.00008862311,0.00000940505,0.000006214018,0.000007316658,0.00003601656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4940337,"threshold_uncertainty_score":0.2526449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2137338214","doi":"10.1136/oem.60.4.254","title":"Physician diagnosed asthma, respiratory symptoms, and associations with workplace tasks among radiographers in Ontario, Canada","year":2003,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Institute for Work & Health; University of Toronto; Sinai Health System","funders":"Ontario Physiotherapy Association; York University; Workplace Safety and Insurance Board","keywords":"Medicine; Asthma; Occupational asthma; Physical therapy; Family medicine; Environmental health; Internal medicine","authors":[{"name":"Gary M. Liss","is_ca":true},{"name":"Susan M. Tarlo","is_ca":true},{"name":"Joanne Doherty","is_ca":true},{"name":"James T. Purdham","is_ca":true},{"name":"Jessica Greene","is_ca":true},{"name":"Lisa McCaskell","is_ca":false},{"name":"Michael Kerr","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005904733835993806,"gpt":0.1930975392467256,"spread":0.1871928054107318,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001070421,0.0001056386,0.0001443185,0.00005586247,0.000113681,0.000003622436,0.00002130173,0.00007034513,0.0008333058],"category_scores_gemma":[0.0000340921,0.00008330539,0.000008910308,0.00008323877,0.000271365,0.00006226145,0.000008268057,0.0001443459,0.00000253294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148809,"about_ca_system_score_gemma":0.00008018745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2889752,"about_ca_topic_score_gemma":0.8034058,"domain_scores_codex":[0.9993678,0.00008947427,0.0001559335,0.0001778242,0.00007734523,0.0001316458],"domain_scores_gemma":[0.9997163,0.0001056607,0.00006546102,0.00005917374,0.000004408951,0.00004899402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003847327,0.00004385303,0.9966291,0.00000335675,0.00003127838,0.000004300756,0.0002157064,0.00001215443,0.0006969033,0.0001844653,0.001164243,0.0009762351],"study_design_scores_gemma":[0.001800428,0.0001036566,0.9811985,0.00004023297,0.00001616705,0.000005501098,0.0005206871,0.000003240215,0.00005894319,0.00002155448,0.01613881,0.00009232014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970708,0.0006699458,0.00005993446,0.0000840931,0.00013746,0.0001285502,0.00001701307,0.000006610264,0.001825632],"genre_scores_gemma":[0.9978851,0.00003187322,0.00001009115,0.0013094,0.00001163574,0.00001748898,0.0003408225,0.000005353002,0.0003882423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5144306,"threshold_uncertainty_score":0.9124114,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2006106027","doi":"10.1016/j.ajic.2011.02.023","title":"Establishing a clinically relevant bioburden benchmark: A quality indicator for adequate reprocessing and storage of flexible gastrointestinal endoscopes","year":2011,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba; St. Boniface Hospital","funders":"","keywords":"Bioburden; Medicine; Endoscope; Guideline; Surgery; Pathology","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Shadi Sepehri","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Alana Wald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03059969850122561,"gpt":0.3117169892709662,"spread":0.2811172907697406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001712275,0.0001269754,0.0005030209,0.0002165675,0.0001108364,0.00002094084,0.00008042429,0.00006447702,0.0003482621],"category_scores_gemma":[0.00268883,0.0001032648,0.0001441599,0.0001836987,0.0004234377,0.0002504185,0.00002080525,0.0002643655,0.000004344791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002740231,"about_ca_system_score_gemma":0.0001530838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003504002,"about_ca_topic_score_gemma":0.000008083704,"domain_scores_codex":[0.998116,0.000390687,0.001027911,0.0001897155,0.00007131417,0.0002043328],"domain_scores_gemma":[0.9967618,0.0007101096,0.001938318,0.0001228599,0.000383824,0.00008311567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009519285,0.0008296632,0.6669456,0.000195143,0.0006784468,0.00001167791,0.004156,0.00002498565,0.06823538,0.001352953,0.0004431442,0.2476077],"study_design_scores_gemma":[0.01810003,0.02172292,0.9381706,0.001213208,0.0008002805,0.002638396,0.00608616,0.0001937211,0.005857137,0.0007961665,0.003773327,0.0006481155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7060329,0.0003216004,0.2925599,0.00009309617,0.0004807231,0.0001673984,0.0000117571,0.00002145439,0.0003111992],"genre_scores_gemma":[0.9974383,0.00004202368,0.002146526,0.0002237438,0.00007648891,0.00001101401,0.000005129222,0.00001046046,0.00004634859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2914054,"threshold_uncertainty_score":0.4211018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2947973176","doi":"10.1016/j.ajic.2019.02.027","title":"Biofilms on instruments and environmental surfaces: Do they interfere with instrument reprocessing and surface disinfection? Review of the literature","year":2019,"lang":"en","type":"review","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Biofilm; Microbiology; Disinfectant; Medicine; Bacteria; Biology; Pathology","authors":[{"name":"Michelle J. Alfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008604717611023468,"gpt":0.2575533048987724,"spread":0.2489485872877489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004522006,0.0003202567,0.001338864,0.000133169,0.0001145572,0.00004282723,0.00009367863,0.0001611054,0.00008246275],"category_scores_gemma":[0.00009871736,0.0001669052,0.0002366897,0.0002556505,0.0003700885,0.0001487536,0.00003625345,0.0006418067,0.000006141602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008568846,"about_ca_system_score_gemma":0.0001136042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001911142,"about_ca_topic_score_gemma":0.000002892064,"domain_scores_codex":[0.9979461,0.000735211,0.0007832253,0.0002645649,0.0001224614,0.0001484378],"domain_scores_gemma":[0.9973402,0.0001758258,0.002117434,0.0002341026,0.00008434981,0.0000481071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001662021,0.0001333127,0.005840847,0.01159861,0.0007000057,0.000001052325,0.0001316459,0.000008148229,0.00008640964,0.00001290637,0.00004100348,0.9812799],"study_design_scores_gemma":[0.005956015,0.007565228,0.004401295,0.5095829,0.004660697,0.005528091,0.0003794665,0.000009678669,0.0001282773,0.00001824201,0.4608571,0.0009130628],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05181278,0.9465725,0.0000888062,0.00008400799,0.0006960604,0.000587366,0.00004987166,0.000008639704,0.00009996079],"genre_scores_gemma":[0.2779236,0.721754,0.000004788512,0.0002190936,0.00001844015,0.000003947409,0.00001649171,0.00001565905,0.00004391417],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9803668,"threshold_uncertainty_score":0.6806198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1560203402","doi":"","title":"Glutaraldehyde-induced colitis.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Sigmoidoscopy; Colonoscopy; Endoscopy; Gastroenterology; Internal medicine; Colitis; Biopsy; Colorectal cancer; Surgery; Cancer","authors":[{"name":"Barry Stein","is_ca":true},{"name":"E Lamoureux","is_ca":false},{"name":"Mark A. Miller","is_ca":false},{"name":"Carol‐Ann Vasilevsky","is_ca":false},{"name":"L Julien","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02713695797501801,"gpt":0.2315659208272123,"spread":0.2044289628521943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000132719,0.00007020067,0.0001016847,0.00005088199,0.00007637751,0.00001094905,0.00006612602,0.0001248989,0.001768204],"category_scores_gemma":[0.000135191,0.00006199089,0.00003712155,0.0001388579,0.00004260992,0.00006164061,0.00002156039,0.00009159688,0.000928199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002232945,"about_ca_system_score_gemma":0.00001075203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000478647,"about_ca_topic_score_gemma":0.0000306399,"domain_scores_codex":[0.9993423,0.00007327391,0.000138566,0.0001440183,0.00002468828,0.0002771863],"domain_scores_gemma":[0.9997454,0.00002838761,0.00003507491,0.0001204472,0.00002831014,0.0000424191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002771864,0.0002083881,0.01258943,0.00001732586,0.00009082073,0.0000184277,0.0001322493,0.000001199375,0.005825022,0.005908912,0.02533939,0.9495916],"study_design_scores_gemma":[0.0007719838,0.00001500948,0.5483323,0.000002378493,0.00001027419,0.00007921231,0.00002739616,0.000001573038,0.002450286,0.0002113001,0.4480138,0.00008451539],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8866356,0.0003290813,0.0004740984,0.00149311,0.002245053,0.00049166,0.000004068416,0.0002305078,0.1080968],"genre_scores_gemma":[0.9895886,0.00003872109,0.000002725447,0.001275406,0.00005260309,0.0002992922,0.00004459683,0.000006399975,0.008691628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9495071,"threshold_uncertainty_score":0.9998497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2947631471","doi":"10.1016/j.ajic.2019.02.029","title":"Medical instrument reprocessing: current issues with cleaning and cleaning monitoring","year":2019,"lang":"en","type":"review","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Sterilization (economics); Medical device; Medical emergency; Risk analysis (engineering); Biomedical engineering","authors":[{"name":"Michelle J. Alfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02893167931345775,"gpt":0.3455614152997464,"spread":0.3166297359862887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007353482,0.000304382,0.001575464,0.0003314914,0.0001384973,0.00005658367,0.0001081936,0.0001997155,0.0001798211],"category_scores_gemma":[0.0004567727,0.0002035084,0.0002202233,0.0003058599,0.0002817238,0.0001754504,0.00003645641,0.001026463,0.00004420906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013705,"about_ca_system_score_gemma":0.0004024585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004050201,"about_ca_topic_score_gemma":0.000002724054,"domain_scores_codex":[0.9978548,0.0005147531,0.0009257576,0.0002745595,0.00018983,0.0002403392],"domain_scores_gemma":[0.997433,0.0002814034,0.001798881,0.0001484101,0.000225637,0.0001126806],"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":[0.00008258783,0.00005384611,0.002543756,0.001191454,0.000374764,0.000005685848,0.00008055109,0.000002636077,0.000004011998,0.00002583097,0.00006638531,0.9955685],"study_design_scores_gemma":[0.001624935,0.001241396,0.0004671767,0.01848319,0.0009441361,0.001952761,0.0001390287,0.000007308581,0.00000669691,0.000003579686,0.9748739,0.0002558835],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001648481,0.9893764,0.006024043,0.00008226332,0.002460882,0.0002290135,0.000002201827,0.00003696608,0.000139714],"genre_scores_gemma":[0.03043024,0.968955,0.00003493923,0.00006316309,0.0004237106,0.000009133341,0.000008543715,0.00003172279,0.00004356817],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9953126,"threshold_uncertainty_score":0.8298833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2509324464","doi":"10.9778/cmajo.20150092","title":"Comparing surgical trays with redundant instruments with trays with reduced instruments: a cost analysis","year":2016,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"Mount Sinai Hospital; Western University","funders":"","keywords":"Surgical instrument; Operations management; Computer science; Engineering; Mechanical engineering","authors":[{"name":"Ava John‐Baptiste","is_ca":true},{"name":"Leigh J. Sowerby","is_ca":true},{"name":"Christopher J. Chin","is_ca":true},{"name":"Janet Martin","is_ca":true},{"name":"Brian Rotenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02869533782913541,"gpt":0.2783061007791314,"spread":0.249610762949996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002169707,0.0002396194,0.0005364105,0.0001619955,0.0002382182,0.00009473553,0.0003290829,0.0001345443,0.002216957],"category_scores_gemma":[0.00001835117,0.0001197417,0.00005297122,0.0006399952,0.000341027,0.0003576667,0.0001065437,0.0001562566,0.0001715949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008312506,"about_ca_system_score_gemma":0.0001403927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004789826,"about_ca_topic_score_gemma":0.001219796,"domain_scores_codex":[0.998508,0.0001904604,0.0003169324,0.000500881,0.0001111469,0.0003725791],"domain_scores_gemma":[0.9991968,0.00004325481,0.0001863499,0.0003753158,0.00008907092,0.0001092591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01557422,0.001134786,0.8537017,0.00006066558,0.006232159,0.00008066921,0.001144795,0.00004130222,0.02289387,0.002594375,0.0009118261,0.09562967],"study_design_scores_gemma":[0.07433228,0.005244719,0.7115152,0.001817404,0.003363647,0.00144316,0.00232024,0.0001147919,0.06966501,0.00008218547,0.12799,0.002111397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767686,0.00002270789,0.003163029,0.0004261818,0.0001188665,0.0007400836,0.00002060072,0.00006636033,0.0186736],"genre_scores_gemma":[0.9969597,0.00002278829,0.0001544953,0.000160872,0.00001536465,0.00009955838,0.000206052,0.00002045455,0.002360736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1421865,"threshold_uncertainty_score":0.9986951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W13405673","doi":"10.1155/2001/691584","title":"The Clinical Risks of Infection Associated with Endoscopy","year":2001,"lang":"en","type":"review","venue":"Canadian Journal of Gastroenterology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Medicine; Sterilization (economics); Intensive care medicine; Endoscopy; Infection risk; Transmission (telecommunications); Risk of infection; Infection control; Antibiotic prophylaxis; Antibiotics; Surgery; Microbiology; Biology","authors":[{"name":"Alistair Cowen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09037075088259616,"gpt":0.3684253888078198,"spread":0.2780546379252237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001102871,0.0002115918,0.001263756,0.0003091751,0.0001609027,0.0000146843,0.0002268486,0.0005372062,0.0003789021],"category_scores_gemma":[0.0009519403,0.0001233843,0.0004351085,0.0001988361,0.0006966324,0.00004271496,0.00001397192,0.0009520262,0.00002908644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170214,"about_ca_system_score_gemma":0.001265078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007876578,"about_ca_topic_score_gemma":0.04153254,"domain_scores_codex":[0.9964881,0.00163638,0.001296324,0.0001466969,0.00004568185,0.0003868508],"domain_scores_gemma":[0.9970453,0.0004405783,0.001860195,0.0001870125,0.000291546,0.0001753505],"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":[0.0006956644,0.0001747157,0.1794215,0.0006481081,0.004155052,0.0001375581,0.00005233056,0.000004335241,0.000001346669,0.0001744929,0.01694152,0.7975934],"study_design_scores_gemma":[0.001055427,0.002313884,0.006793445,0.001999086,0.000790569,0.001283371,0.000008784816,1.765474e-7,3.796902e-7,0.0000122378,0.98568,0.0000626675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004406642,0.9900978,0.0005418733,0.0001003803,0.004081252,0.0002572822,0.00003972324,0.000006835793,0.0004682652],"genre_scores_gemma":[0.007430895,0.9919665,0.000005859842,0.0001352246,0.0001152347,0.000005222035,0.00008186893,0.00002112218,0.0002380727],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9687384,"threshold_uncertainty_score":0.975957,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065579633","doi":"10.1055/s-2007-966644","title":"Reprocessing flexible gastrointestinal endoscopes after a period of disuse: is it necessary?","year":2007,"lang":"en","type":"article","venue":"Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brandon Regional Health Authority","funders":"","keywords":"Medicine; Endoscope; Gastrointestinal tract; Endoscopy; Surgery; Endoscopic retrograde cholangiopancreatography; General surgery; Internal medicine; Pancreatitis","authors":[{"name":"Ashley Vergis","is_ca":true},{"name":"Denise Thomson","is_ca":true},{"name":"Peter Pieroni","is_ca":true},{"name":"Sonny S. Dhalla","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01676007343109856,"gpt":0.3029938846059019,"spread":0.2862338111748033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003043935,0.0001467969,0.0002233099,0.000117452,0.0001078249,0.00001676681,0.0001107759,0.00009555552,0.008723982],"category_scores_gemma":[0.0002309693,0.0001277544,0.00007128904,0.0002273319,0.0002270935,0.000129385,0.00005066354,0.0001800578,0.0003771982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002124753,"about_ca_system_score_gemma":0.00006617339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004546422,"about_ca_topic_score_gemma":0.00001896956,"domain_scores_codex":[0.9988869,0.00005649288,0.0003903742,0.0002773148,0.00006734017,0.0003215725],"domain_scores_gemma":[0.9994128,0.00008601832,0.0001454086,0.0002197825,0.00008851371,0.00004751271],"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":[0.002246799,0.0004491041,0.258693,0.0003584405,0.00008349647,0.00004984735,0.003678158,0.000002507072,0.71513,0.0005932761,0.01089834,0.007816998],"study_design_scores_gemma":[0.003113687,0.0005485093,0.06328705,0.0007499069,0.00007171903,0.0002672691,0.002528482,0.0000132245,0.8746353,0.0001991651,0.05425457,0.0003311097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179599,0.002120062,0.05417052,0.0008503379,0.000877785,0.0002350805,0.00002434,0.0001490606,0.02361296],"genre_scores_gemma":[0.9940596,0.00001899861,0.001567108,0.0008175817,0.00005063437,0.00001045419,0.00003756903,0.0000142409,0.003423798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.195406,"threshold_uncertainty_score":0.9921822,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251959259","doi":"10.1067/mge.2002.129522","title":"The safety profile of oral sodium phosphate for colonic cleansing before colonoscopy in adults","year":2002,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Colonoscopy; Phosphate; Gastroenterology; Sodium; Internal medicine; Colorectal cancer; Cancer","authors":[{"name":"Lawrence Hookey","is_ca":true},{"name":"William T. Depew","is_ca":false},{"name":"Stephen Vanner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02307854305719206,"gpt":0.3008431270887373,"spread":0.2777645840315453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006152997,0.0004034852,0.00122471,0.0001402067,0.0002539358,0.00002078938,0.0003305767,0.0002602121,0.0004772636],"category_scores_gemma":[0.001175177,0.0002815636,0.0003476834,0.000342183,0.0004058726,0.00005774798,0.00008451653,0.0005189129,0.0002073492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485448,"about_ca_system_score_gemma":0.0002939858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000726352,"about_ca_topic_score_gemma":0.0002300873,"domain_scores_codex":[0.9973059,0.0004334138,0.001145812,0.0004377643,0.00007018475,0.0006069332],"domain_scores_gemma":[0.9978527,0.0009077821,0.0007269076,0.0003183543,0.0001445159,0.00004976119],"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":[0.004378856,0.0003602066,0.0003387391,0.01408153,0.0001525573,0.00001227071,0.0001915265,0.000002476238,0.0001101643,0.001347483,0.004807858,0.9742163],"study_design_scores_gemma":[0.002772932,0.002064809,0.00007703719,0.02525872,0.0002536644,0.0007573647,0.00008413013,0.00006486267,0.00005732772,0.00004889619,0.9683052,0.000255025],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001100756,0.992576,0.002222515,0.00008693813,0.001196846,0.002717157,0.000255866,0.00007624416,0.0007583497],"genre_scores_gemma":[0.0002606153,0.9917684,0.004382826,0.00006032503,0.00007421323,0.0004299621,0.001224163,0.00008171565,0.00171779],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9739613,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1987661385","doi":"10.1086/529587","title":"Economic Analysis of Reprocessing Single-Use Medical Devices: A Systematic Literature Review","year":2008,"lang":"en","type":"review","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Capital District Health Authority; Canadian Agency for Drugs and Technologies in Health; Institute of Health Economics; University of Alberta","funders":"","keywords":"Reuse; Single use; Incentive; Medicine; Medical literature; Cost–benefit analysis; Quality (philosophy); Risk analysis (engineering); Systematic review; MEDLINE; Computer science; Engineering; Process engineering; Waste management; Pathology; Economics","authors":[{"name":"Philip Jacobs","is_ca":true},{"name":"Julie Polisena","is_ca":true},{"name":"David Hailey","is_ca":true},{"name":"Susan Lafferty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03433088105515919,"gpt":0.3348797892061774,"spread":0.3005489081510183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001726191,0.0005270315,0.007043351,0.000733076,0.0001514457,0.00001916753,0.0001671957,0.001537162,0.0003878249],"category_scores_gemma":[0.0108289,0.000368105,0.001290555,0.0007770874,0.0004151883,0.0002000711,0.00006910233,0.0006631855,0.00009192406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009269,"about_ca_system_score_gemma":0.0002132863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720156,"about_ca_topic_score_gemma":0.0001301068,"domain_scores_codex":[0.992772,0.003185924,0.002841469,0.0007658229,0.00006728139,0.0003674301],"domain_scores_gemma":[0.992306,0.004552396,0.002368737,0.0004633731,0.0001838972,0.0001255897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002815241,0.0002754431,0.002753949,0.6488275,0.01123734,0.00002195098,0.0000881729,0.000008145835,8.783901e-7,0.0009611764,0.002318049,0.3334793],"study_design_scores_gemma":[0.0007635946,0.000382018,0.0007399232,0.3473293,0.01704228,0.000972119,0.000004213141,0.0001531377,1.235214e-7,0.00002172676,0.6320552,0.0005363526],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004089283,0.9952517,0.001867974,0.0001998297,0.001220195,0.001096348,0.00009437093,0.00008971767,0.00013903],"genre_scores_gemma":[0.0004355935,0.9966347,0.0000109651,0.001570365,0.00008907381,0.0001913848,0.0009298131,0.00002588992,0.0001121697],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6297371,"threshold_uncertainty_score":0.9998771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2618592517","doi":"10.1016/j.gie.2017.05.014","title":"A novel polytetrafluoroethylene-channel model, which simulates low levels of culturable bacteria in buildup biofilm after repeated endoscope reprocessing","year":2017,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"Ministerio de Economía y Competitividad","keywords":"Glutaraldehyde; Bacteria; Enterococcus faecalis; Microbiology; Biofilm; Pseudomonas aeruginosa; Endoscope; Medicine; Biology; Surgery; Staphylococcus aureus; Pathology","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"Maíra Marques Ribeiro","is_ca":false},{"name":"Cristiana da Costa Luciano","is_ca":false},{"name":"Rodrigo França","is_ca":true},{"name":"Nancy Olson","is_ca":true},{"name":"Pat DeGagné","is_ca":true},{"name":"Harminder Singh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.025738796857413,"gpt":0.2837669161267929,"spread":0.25802811926938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004021839,0.0003104664,0.0004814997,0.0001737111,0.0002648926,0.00008297446,0.0003447834,0.0001736405,0.000685377],"category_scores_gemma":[0.002378822,0.0002745248,0.00008796315,0.0001877809,0.0003077589,0.000405488,0.0001516451,0.0003520114,0.00006762146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005296166,"about_ca_system_score_gemma":0.0001618038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004301841,"about_ca_topic_score_gemma":0.0001627306,"domain_scores_codex":[0.9980235,0.0001088474,0.0006686667,0.0005654531,0.0000931697,0.0005403294],"domain_scores_gemma":[0.9983961,0.0001322465,0.0004746935,0.0006136601,0.0003041874,0.00007909026],"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":[0.0009654787,0.0002208536,0.009203946,0.000126878,0.00001976872,0.00001035482,0.0001869726,0.0009487168,0.9878056,0.00003393625,0.00004382069,0.000433682],"study_design_scores_gemma":[0.0100429,0.001010526,0.1391533,0.004738771,0.00009430746,0.001611808,0.000357207,0.01819004,0.823645,0.0003100976,0.00008971918,0.0007563231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96117,0.0002539095,0.03556884,0.0002263035,0.0004194658,0.0003088577,0.0001249157,0.000103643,0.001824022],"genre_scores_gemma":[0.9875956,0.00001544522,0.01146179,0.00009196486,0.00003067986,0.00002823007,0.00007038726,0.00002897488,0.0006769488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1641606,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317754495","doi":"10.1001/jamainternmed.2022.6394","title":"Effect of Disposable Elevator Cap Duodenoscopes on Persistent Microbial Contamination and Technical Performance of Endoscopic Retrograde Cholangiopancreatography","year":2023,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Alberta Health Services; Queen's University; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Infection control; Contamination; Surgery","authors":[{"name":"Nauzer Forbes","is_ca":true},{"name":"B. Joseph Elmunzer","is_ca":false},{"name":"Thibault Allain","is_ca":true},{"name":"Michael D. Parkins","is_ca":true},{"name":"Prameet M. Sheth","is_ca":true},{"name":"Barbara J. Waddell","is_ca":true},{"name":"Kristine Du","is_ca":true},{"name":"Katya Douchant","is_ca":true},{"name":"Olajumoke Oladipo","is_ca":true},{"name":"April Saleem","is_ca":true},{"name":"Shane Cartwright","is_ca":true},{"name":"Millie Chau","is_ca":true},{"name":"Megan Howarth","is_ca":true},{"name":"Jackie McKay","is_ca":true},{"name":"Tamim Nashad","is_ca":true},{"name":"Yibing Ruan","is_ca":true},{"name":"Kirles Bishay","is_ca":true},{"name":"E.I. González-Moreno","is_ca":true},{"name":"Zhao Wu Meng","is_ca":true},{"name":"Sydney Bass","is_ca":true},{"name":"Robert Bechara","is_ca":true},{"name":"M.J. Cole","is_ca":true},{"name":"Diederick Jalink","is_ca":true},{"name":"Rachid Mohamed","is_ca":true},{"name":"Christian Turbide","is_ca":true},{"name":"Paul J. Belletrutti","is_ca":true},{"name":"Ahmed Kayal","is_ca":true},{"name":"Puja Kumar","is_ca":true},{"name":"Robert J. Hilsden","is_ca":true},{"name":"André G. Buret","is_ca":true},{"name":"Lawrence Hookey","is_ca":true},{"name":"Steven J. Heitman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006405181698788314,"gpt":0.2537256453037881,"spread":0.2473204636049998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004318467,0.0001178332,0.0003411349,0.0002562159,0.00003968719,0.000003598803,0.00009127207,0.0001398292,0.0002204295],"category_scores_gemma":[0.0004881141,0.00008083982,0.00007322679,0.0002553457,0.0003172038,0.00005217652,0.00003558964,0.0001821309,0.00002592881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001785212,"about_ca_system_score_gemma":0.000008708967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001296207,"about_ca_topic_score_gemma":0.000006608794,"domain_scores_codex":[0.9991353,0.0001473956,0.0003179945,0.0001698778,0.00008244989,0.0001469747],"domain_scores_gemma":[0.9993515,0.0002869135,0.0001506613,0.0001195055,0.00005914989,0.00003227605],"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":[0.001623986,0.00007253903,0.1645953,0.0005810023,0.0001451555,0.000003422331,0.0002588792,0.000001649548,0.8180929,0.0002113433,0.003234355,0.0111794],"study_design_scores_gemma":[0.007934262,0.01568678,0.4241147,0.002681458,0.0002247847,0.00008754269,0.0001743081,0.00008726101,0.5454704,0.000005959618,0.003395613,0.0001369192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972152,0.0006144705,0.00003570602,0.000280629,0.0005892696,0.0002193176,0.00001040411,0.00004405694,0.000990908],"genre_scores_gemma":[0.9990107,0.0002863799,0.000004795162,0.0001024294,0.00005437359,0.00001376356,0.00009293717,0.000007870771,0.00042674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2726226,"threshold_uncertainty_score":0.3296552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001976084","doi":"10.4103/1319-3767.118128","title":"Appropriateness and diagnostic yield of upper gastrointestinal endoscopy in an open-access endoscopy system","year":2013,"lang":"en","type":"article","venue":"Saudi Journal of Gastroenterology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Endoscopy; Medicine; Upper gastrointestinal endoscopy; General surgery; Gastroenterology; Radiology","authors":[{"name":"Majid A. Almadi","is_ca":true},{"name":"AbdulrahmanM Aljebreen","is_ca":true},{"name":"Khalid Alswat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02282929324395423,"gpt":0.2904816113394085,"spread":0.2676523180954543,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005199998,0.0001580262,0.0005453935,0.0002694402,0.00004615088,0.00005830714,0.0005157749,0.0001027981,0.0006851509],"category_scores_gemma":[0.0006703737,0.0001258037,0.00004592684,0.000100626,0.0002375391,0.0006344747,0.0002529992,0.0002957287,0.00001859062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003339475,"about_ca_system_score_gemma":0.00005475316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002487132,"about_ca_topic_score_gemma":0.0001250882,"domain_scores_codex":[0.9980594,0.000585946,0.0007813612,0.0001978675,0.00005733735,0.0003180971],"domain_scores_gemma":[0.9985756,0.0003579103,0.0005822927,0.0001576284,0.0002390915,0.00008753415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001635102,0.0002554324,0.8554541,0.0001199292,0.0000390145,0.00002031758,0.0001091276,0.00001893675,0.1414807,0.0001383754,0.0002410505,0.0004878998],"study_design_scores_gemma":[0.005886781,0.006335987,0.9756154,0.00100815,0.00006162312,0.005236121,0.001038773,0.00004430311,0.004455274,0.0001518472,0.00005937229,0.0001063511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923792,0.0002284264,0.005941271,0.0003210384,0.0006794505,0.0002895802,0.000006351991,0.000009531735,0.0001451897],"genre_scores_gemma":[0.9989322,0.00005887565,0.000634035,0.0002770493,0.00003985161,0.00001808407,0.00001137214,0.00001181759,0.00001667724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1370254,"threshold_uncertainty_score":0.7501922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158391616","doi":"10.1016/j.jhin.2004.04.025","title":"Manual versus automated methods for cleaning reusable accessory devices used for minimally invasive surgical procedures","year":2004,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":36,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Forceps; Porting; Flushing; Lumen (anatomy); Biomedical engineering; Enterococcus faecalis; Peristaltic pump; Surgery; Computer science; Mechanical engineering","authors":[{"name":"Michelle J. Alfa","is_ca":true},{"name":"R. Nemes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02797932361259375,"gpt":0.3803831865908436,"spread":0.3524038629782499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006827026,0.0001480096,0.0003113126,0.0001747539,0.0002070803,0.00005062225,0.00009612694,0.0002631487,0.00007623035],"category_scores_gemma":[0.001789912,0.0001224409,0.0002214374,0.0001605345,0.00007319575,0.0004676055,0.00002472022,0.0001777124,0.00001339056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211511,"about_ca_system_score_gemma":0.0002473531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002054634,"about_ca_topic_score_gemma":0.00006190794,"domain_scores_codex":[0.9988833,0.0001254431,0.0005417279,0.0001679735,0.00005295998,0.0002286026],"domain_scores_gemma":[0.9982342,0.0006034975,0.0005593137,0.00007274214,0.0004804623,0.00004979629],"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":[0.04943924,0.00948038,0.05438824,0.005281973,0.00768646,0.00008881976,0.009600579,0.006977251,0.6996842,0.01941193,0.04242186,0.09553905],"study_design_scores_gemma":[0.09398194,0.05334852,0.07473369,0.001553675,0.001633119,0.001115803,0.002556064,0.0005888097,0.5973321,0.006354618,0.1650844,0.001717254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964604,0.0004908642,0.02836394,0.000412804,0.005181789,0.0005269163,0.000007122143,0.0001269891,0.0002855997],"genre_scores_gemma":[0.9945772,0.00009330612,0.004801795,0.00008919413,0.0002501622,0.00003787742,0.00005466968,0.00002003323,0.00007581929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1226626,"threshold_uncertainty_score":0.4992996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1984349438","doi":"10.1097/00005176-200210000-00019","title":"Antimicrobial Prophylaxis for Gastrointestinal Procedures: Current Practices in North American Academic Pediatric Programs","year":2002,"lang":"en","type":"article","venue":"Journal of Pediatric Gastroenterology and Nutrition","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Antimicrobial; Current (fluid); Intensive care medicine; MEDLINE; Family medicine; Microbiology","authors":[{"name":"John R. Snyder","is_ca":false},{"name":"Barbara Bratton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02756665494607227,"gpt":0.2843149897564222,"spread":0.2567483348103499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003497984,0.0001678441,0.000346327,0.0004869592,0.00009182912,0.00001597127,0.0001259813,0.0001007513,0.00002606529],"category_scores_gemma":[0.0006867244,0.0001452674,0.00009464983,0.0003757574,0.0001438198,0.0002487171,0.00002709734,0.0006933602,0.000009039404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003302609,"about_ca_system_score_gemma":0.00003850451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003753645,"about_ca_topic_score_gemma":0.00008827914,"domain_scores_codex":[0.998399,0.0002386355,0.0006999586,0.0002312597,0.00006645655,0.0003646796],"domain_scores_gemma":[0.9981058,0.0001305709,0.001423413,0.0000640041,0.0002049974,0.00007116432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001626242,0.001118605,0.9879424,0.0004466467,0.00001394632,0.000008139676,0.0001180534,0.000001753524,0.0003925172,0.000003728993,0.003031327,0.005296644],"study_design_scores_gemma":[0.01266511,0.01595678,0.9645107,0.0001402722,0.000429883,0.003709092,0.0002640259,0.00006376171,0.00005053546,0.00005636799,0.001897153,0.0002562723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943219,0.002850291,0.001219793,0.0005314184,0.0005666791,0.0004770924,0.00001238267,0.00001736819,0.000003116979],"genre_scores_gemma":[0.9899468,0.00855154,0.0004509323,0.0001228612,0.0008299193,0.00003882192,0.00004078816,0.00001048527,0.000007882532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02343165,"threshold_uncertainty_score":0.5923833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024278089","doi":"10.1086/587648","title":"Reprocessing and Reuse of Single-Use Medical Devices: A National Survey of Canadian Acute-Care Hospitals","year":2008,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University Health Network; University of Alberta; University of Calgary; Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Reuse; Single use; Medicine; Medical emergency; Acute care; Family medicine; Health care; Waste management; Engineering; Political science","authors":[{"name":"Julie Polisena","is_ca":true},{"name":"David Hailey","is_ca":true},{"name":"Kristen Moulton","is_ca":true},{"name":"Hussein Z Noorani","is_ca":true},{"name":"Philip Jacobs","is_ca":true},{"name":"Nola M. Ries","is_ca":true},{"name":"Sarah Normandin","is_ca":true},{"name":"Michael Gardam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04743805094939927,"gpt":0.2976899223007891,"spread":0.2502518713513898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001096425,0.0001535624,0.0006008926,0.0003865027,0.0001770002,0.000004689122,0.00007930624,0.0004870222,0.0001500226],"category_scores_gemma":[0.01676697,0.000132277,0.00006242216,0.0002951936,0.0007419997,0.0001775838,0.00004610098,0.0001933577,0.000007465861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003491009,"about_ca_system_score_gemma":0.0002927817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09541191,"about_ca_topic_score_gemma":0.03834983,"domain_scores_codex":[0.997992,0.000664892,0.0007009631,0.0003232328,0.00006894708,0.0002499996],"domain_scores_gemma":[0.9971446,0.001561845,0.0003654943,0.000156145,0.000632952,0.0001389364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001007715,0.00006926327,0.9931527,0.00006419428,0.0001659649,0.00000308719,0.000397531,0.000005331191,0.000857172,0.000747481,0.001006477,0.003429996],"study_design_scores_gemma":[0.001599232,0.000548963,0.9933667,0.00006668694,0.00004262254,0.000140592,0.00003863606,0.00006678712,0.0001272936,0.0001856765,0.003681949,0.0001348593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927151,0.003664758,0.00106654,0.001124654,0.0005289025,0.0001999332,0.0001147299,0.00003112259,0.0005542671],"genre_scores_gemma":[0.9971671,0.001351962,0.0000636236,0.001139426,0.00002814689,0.00001217553,0.000191616,0.000008918295,0.00003709227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05706208,"threshold_uncertainty_score":0.9915152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2101824041","doi":"10.1128/jcm.40.11.4077-4080.2002","title":"Method for Inactivating and Fixing Unstained Smear Preparations of <i>Mycobacterium tuberculosis</i> for Improved Laboratory Safety","year":2002,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of Health and Long Term Care","funders":"","keywords":"Mycobacterium tuberculosis; Sputum; Tuberculosis; Microbiology; Mycobacterium; Biosafety; Medicine; Chemistry; Biology; Pathology","authors":[{"name":"Pamela Chedore","is_ca":true},{"name":"Cecelia Th'ng","is_ca":true},{"name":"Dennis H. Nolan","is_ca":false},{"name":"George Churchwell","is_ca":false},{"name":"David E. Sieffert","is_ca":false},{"name":"Yvonne M. Hale","is_ca":false},{"name":"Frances Jamieson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03165064383188297,"gpt":0.3588900786440121,"spread":0.3272394348121291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00184648,0.0001256395,0.0007017649,0.0000937611,0.0001135762,0.000007523606,0.00009759544,0.0004218742,0.0001756156],"category_scores_gemma":[0.003424072,0.00009954267,0.0002428263,0.0001030205,0.0001948169,0.0001026967,0.00003508845,0.0002645213,0.000002476105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001962521,"about_ca_system_score_gemma":0.00007915088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002869478,"about_ca_topic_score_gemma":0.00000492391,"domain_scores_codex":[0.99751,0.0005127596,0.001568832,0.000196842,0.00001128602,0.0002002732],"domain_scores_gemma":[0.9952062,0.002932178,0.001088806,0.0001149932,0.0006082064,0.00004966388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001164346,0.000223249,0.0008144765,0.0001058526,0.0002883666,1.790731e-7,0.0001408387,0.000004414322,0.977029,0.0003495214,0.0059768,0.01390291],"study_design_scores_gemma":[0.01533232,0.00499917,0.002750202,0.0002083578,0.000501763,0.0002860228,0.0004212298,0.000835742,0.09604704,0.0006078411,0.8776397,0.0003706691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5402147,0.002991852,0.4417347,0.006919987,0.005167901,0.001641976,0.0007875779,0.00004965288,0.0004917404],"genre_scores_gemma":[0.9337237,0.001123361,0.05900963,0.004139073,0.0009189202,0.0000411932,0.0002562033,0.00005189063,0.0007360672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.880982,"threshold_uncertainty_score":0.4099182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051214212","doi":"10.1086/590357","title":"Reprocessing and Reuse of Single-Use Medical Devices Used During Hemodynamic Procedures in Brazil: A Widespread and Largely Overlooked Problem","year":2008,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Reuse; Single use; Medicine; Hemodynamics; Medical device; Medical emergency; Intensive care medicine; Medical physics; Biomedical engineering; Cardiology; Process engineering; Engineering; Waste management","authors":[{"name":"Jorge Manoel Buchdid Amarante","is_ca":false},{"name":"Cristiana M. Toscano","is_ca":false},{"name":"Michele L. Pearson","is_ca":false},{"name":"Virginia Roth","is_ca":true},{"name":"William R. Jarvis","is_ca":false},{"name":"Anna S. Levin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01691430471530348,"gpt":0.2719503784049721,"spread":0.2550360736896686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007008557,0.0001917313,0.000630112,0.0001937534,0.0001813202,0.00001003496,0.00005482975,0.0004510307,0.00004118857],"category_scores_gemma":[0.007894201,0.0001621998,0.00004428217,0.0001384309,0.0006502392,0.0002998252,0.00008249851,0.0002699707,0.00000271863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002265646,"about_ca_system_score_gemma":0.00006869321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009947025,"about_ca_topic_score_gemma":0.001125111,"domain_scores_codex":[0.9980659,0.000454275,0.0006862551,0.0004479794,0.00004761216,0.000297973],"domain_scores_gemma":[0.9982622,0.001115701,0.0003114889,0.0001465248,0.00007863389,0.00008543649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002724541,0.0001808312,0.9743105,0.0002753824,0.00006314621,0.000008717401,0.0005549248,0.00001219898,0.0217294,0.0004118091,0.00005475026,0.002125957],"study_design_scores_gemma":[0.00450998,0.0004409104,0.9920473,0.0002640885,0.00003314136,0.0005043655,0.00004005014,0.0005101372,0.0003316219,0.0006828833,0.0004475447,0.0001879748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939058,0.003189885,0.0008242853,0.001426787,0.0001870738,0.0003195339,0.000005934321,0.00007140181,0.00006932027],"genre_scores_gemma":[0.9978188,0.001262965,0.00008567484,0.0006891684,0.00002700725,0.00003192796,0.00001580898,0.00001214486,0.00005653405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02139778,"threshold_uncertainty_score":0.9450667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1949238772","doi":"10.1016/j.ajic.2015.06.025","title":"Sterile reprocessing of surgical instruments in low- and middle-income countries: A multicenter pilot study","year":2015,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Low and middle income countries; Sterilization (economics); Developing country; Descriptive statistics; Emergency medicine; Environmental health","authors":[{"name":"Nathan N. O’Hara","is_ca":true},{"name":"Kushal R. Patel","is_ca":false},{"name":"Amber Caldwell","is_ca":false},{"name":"Samantha Shone","is_ca":true},{"name":"Elizabeth Bryce","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01608084419101948,"gpt":0.2771602695449859,"spread":0.2610794253539664,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007100124,0.0001009158,0.0004151934,0.0002279396,0.00003603117,0.00001610575,0.0000446962,0.0000342909,0.00009355283],"category_scores_gemma":[0.0002398767,0.00008020142,0.00003562627,0.0002105374,0.0002276276,0.0001894795,0.00001961046,0.0001806888,0.000008773966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005460034,"about_ca_system_score_gemma":0.00008641847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003006785,"about_ca_topic_score_gemma":0.00006527887,"domain_scores_codex":[0.9986051,0.0003982285,0.0006544729,0.000120873,0.00008698521,0.0001343927],"domain_scores_gemma":[0.9988096,0.0001195895,0.0006442901,0.00008131593,0.000281559,0.00006369779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003909886,0.0008172409,0.9897406,0.0000507035,0.0001319827,0.00001322537,0.0009275705,0.00004566042,0.0005670765,0.000009272042,0.00001017448,0.003776581],"study_design_scores_gemma":[0.05684021,0.02706616,0.9045896,0.001427363,0.0001891736,0.0008760811,0.004643957,0.000334413,0.0009235927,0.00003351577,0.002752663,0.0003232458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979527,0.0001572443,0.0008696429,0.0001067926,0.0005833815,0.0001754028,0.000002696802,0.000009292172,0.0001428296],"genre_scores_gemma":[0.9997365,0.0000549433,0.00001091182,0.0001261761,0.00003651265,0.000004501293,0.000001316083,0.000006446868,0.00002266374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08515101,"threshold_uncertainty_score":0.3270519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059936729","doi":"10.1016/j.ajic.2006.02.003","title":"A new peroxide-based flexible endoscope-compatible high-level disinfectant","year":2006,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Klox Technologies (Canada)","funders":"","keywords":"Hydrogen peroxide; Disinfectant; Glutaraldehyde; Sterilization (economics); Compatibility (geochemistry); Medicine; Peroxide; Pulp and paper industry; Combinatorial chemistry; Organic chemistry; Chemistry; Materials science; Composite material","authors":[{"name":"Navid Omidbakhsh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00768330670805468,"gpt":0.2331000343671747,"spread":0.22541672765912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003401707,0.0002006455,0.0005283177,0.0003424736,0.0001504867,0.00004229756,0.00009458599,0.0000940922,0.001964591],"category_scores_gemma":[0.0001937536,0.0001617997,0.0002309562,0.0004574655,0.0001845445,0.0001948312,0.00001043076,0.0003102769,0.0002078856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025054,"about_ca_system_score_gemma":0.00031886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003699799,"about_ca_topic_score_gemma":0.0001435303,"domain_scores_codex":[0.9983927,0.0003251531,0.000702609,0.0001756241,0.0001164244,0.0002875102],"domain_scores_gemma":[0.9984007,0.0002466115,0.0008070432,0.0001592268,0.000294918,0.00009151532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003359156,0.001231388,0.2792927,0.00004889899,0.0006814218,0.00002772677,0.0001176422,0.007393516,0.4140415,0.005033999,0.04381248,0.2449595],"study_design_scores_gemma":[0.03462401,0.009128649,0.7087967,0.0003106453,0.0006272563,0.001217814,0.0001248047,0.0002931622,0.101061,0.000986192,0.1419348,0.0008948974],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4151107,0.0002325785,0.5812625,0.0006900522,0.001521395,0.0001451079,0.00001174234,0.00007199438,0.0009538755],"genre_scores_gemma":[0.9976281,0.00001944857,0.0006440603,0.0007902916,0.0002922003,0.000005301976,0.00002538567,0.00001917048,0.0005760518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5825173,"threshold_uncertainty_score":0.9989477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4299693075","doi":"10.1097/sga.0b013e31829c6d5b","title":"Standards of Infection Control in Reprocessing of Flexible Gastrointestinal Endoscopes","year":2013,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Guideline; Licensure; Medicine; Disclaimer; Nursing; Family medicine; Gastroenterology; Political science; Pathology; Law","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008479547314940765,"gpt":0.2696692239926386,"spread":0.2611896766776978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002832387,0.0001050592,0.0003039859,0.0002205414,0.00003733034,0.000004816518,0.00005326625,0.00008332752,0.00100115],"category_scores_gemma":[0.000191279,0.00009926254,0.00005399596,0.0001316889,0.0003621905,0.0001306556,0.00001263834,0.0001605042,0.00001479537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000055408,"about_ca_system_score_gemma":0.00004470183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002257548,"about_ca_topic_score_gemma":0.00002804187,"domain_scores_codex":[0.9988053,0.0002177927,0.0004644358,0.0001879979,0.00005182168,0.0002726948],"domain_scores_gemma":[0.9993501,0.00005037435,0.0002453858,0.0001265071,0.0002042229,0.00002343938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006740466,0.000297952,0.7509328,0.0000619701,0.00002564151,9.38652e-7,0.0002925912,0.00009571083,0.2392443,0.0001095515,0.0004926394,0.00777184],"study_design_scores_gemma":[0.005261272,0.001596845,0.9675965,0.001056895,0.00004578393,0.0003234023,0.0003544312,0.0002509219,0.02294912,0.0003918031,0.00008852594,0.00008444976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.906693,0.0001525709,0.09130671,0.0001845092,0.0004184821,0.0001876563,0.000009154029,0.00003078128,0.001017118],"genre_scores_gemma":[0.9994957,0.000004930636,0.0002809526,0.0001194145,0.0000127172,0.00001489391,0.00001795304,0.000007367787,0.00004601921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166638,"threshold_uncertainty_score":0.9999121,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1769493060","doi":"","title":"An outbreak of hepatitis B associated with reusable subdermal electroencephalogram electrodes.","year":2000,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Outbreak; Computer science; Electroencephalography; Hepatitis; Medicine; Virology; Psychiatry","authors":[{"name":"Ian L. Johnson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003159793618609531,"gpt":0.2047176594687453,"spread":0.2015578658501358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001012804,0.0001308121,0.0002732988,0.0001495649,0.0002723176,0.00003914695,0.0002076788,0.0005386093,0.04878484],"category_scores_gemma":[0.0008205483,0.0001107689,0.00006708027,0.0003743691,0.0001054998,0.0001991468,0.000003541084,0.0007133745,0.0001616612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494665,"about_ca_system_score_gemma":0.001590866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005271125,"about_ca_topic_score_gemma":0.07088108,"domain_scores_codex":[0.9979767,0.000480061,0.0004412827,0.0001712678,0.0003429956,0.000587691],"domain_scores_gemma":[0.9986684,0.0001020828,0.0002269605,0.0001147969,0.000397227,0.0004905276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002112871,0.0005725016,0.7300341,0.00001498487,0.0008838283,0.0001940514,0.0008286687,0.00006025121,0.004960931,0.0007469113,0.07666251,0.18483],"study_design_scores_gemma":[0.006587837,0.002420642,0.6588117,0.0002447153,0.000194755,0.001646932,0.0003184521,0.0005564017,0.002812817,0.0003898119,0.3253551,0.0006608203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879802,0.000230509,0.000242055,0.002502625,0.0003507747,0.0001110499,0.00003037045,0.0000458545,0.008506558],"genre_scores_gemma":[0.9945177,0.0002482413,0.00002112717,0.003363671,0.0001363515,0.000005008994,0.0001896464,0.00001383343,0.001504428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486926,"threshold_uncertainty_score":0.9520847,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3170863377","doi":"10.1017/ice.2021.99","title":"Biofilm accumulation in new flexible gastroscope channels in clinical use","year":2021,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Biofilm; Air water; Biomedical engineering; Materials science; Chromatography; Chemistry; Medicine; Bacteria; Biology","authors":[{"name":"Mariusa Gomes Borges Primo","is_ca":false},{"name":"Anaclara Ferreira Veiga Tipple","is_ca":false},{"name":"Dayane de Melo Costa","is_ca":false},{"name":"Simone Vieira Toledo Guadagnin","is_ca":false},{"name":"Adriana da Silva Azevedo","is_ca":false},{"name":"Lara Stefânia Netto de Oliveira Leão‐Vasconcelos","is_ca":false},{"name":"Michelle J. Alfa","is_ca":true},{"name":"Karen Vickery","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08337713243879712,"gpt":0.3806800890468898,"spread":0.2973029566080926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001211974,0.0001584698,0.0005957551,0.0001821751,0.00006082959,0.00001720878,0.00003690183,0.0005077187,0.000443891],"category_scores_gemma":[0.005765193,0.0001479598,0.00009923245,0.0002672588,0.0001434674,0.0002547359,0.00004041419,0.0004102627,0.0001305217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003872038,"about_ca_system_score_gemma":0.0001283896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135842,"about_ca_topic_score_gemma":0.001053331,"domain_scores_codex":[0.9969604,0.001302102,0.0009164971,0.0004458502,0.00002132478,0.0003538155],"domain_scores_gemma":[0.9981765,0.001337828,0.0001861675,0.0001521609,0.00007061627,0.00007679039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150442,0.0001899361,0.9729033,0.00001052779,0.0000291401,0.000006101096,0.00004967465,0.0003430798,0.001202024,0.00316205,0.001246729,0.02070703],"study_design_scores_gemma":[0.004802916,0.000327578,0.9686826,0.00004423814,0.00001550723,0.00003197736,0.00001929403,0.000995944,0.0001520708,0.001500773,0.02327837,0.0001486787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670599,0.001479517,0.02355991,0.003530877,0.003648667,0.0003023731,0.000006838065,0.00007689204,0.0003350209],"genre_scores_gemma":[0.9950789,0.0007284764,0.00009552076,0.002938397,0.0001452692,0.00001824743,0.0001210773,0.000009221958,0.0008649308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02801896,"threshold_uncertainty_score":0.6901891,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139577084","doi":"10.2486/indhealth.45.289","title":"The Effect of Work Practices on Personal Exposure to Glutaraldehyde among Health Care Workers","year":2007,"lang":"en","type":"article","venue":"Industrial Health","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Glutaraldehyde; Personal protective equipment; Occupational safety and health; Medicine; Occupational exposure; Ventilation (architecture); Work (physics); Health care; Irritation; Environmental health; Toxicology; Internal medicine; Immunology; Pathology; Biology; Geography; Coronavirus disease 2019 (COVID-19); Engineering","authors":[{"name":"Ataollah Nayebzadeh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04178979178123535,"gpt":0.3518863274955653,"spread":0.3100965357143299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002327388,0.0001439738,0.0003059306,0.00009284497,0.0004725249,0.00001579154,0.0001252161,0.0002807046,0.000114522],"category_scores_gemma":[0.00106542,0.00009384155,0.00007202333,0.0004045579,0.0001297043,0.00004343854,0.00002708648,0.0005491851,0.00008552833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007395,"about_ca_system_score_gemma":0.0003585097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346546,"about_ca_topic_score_gemma":0.0009237085,"domain_scores_codex":[0.9977722,0.0009248882,0.0004872747,0.000233065,0.0001137527,0.0004688213],"domain_scores_gemma":[0.9979075,0.001092313,0.0006219523,0.0001842523,0.00004457163,0.0001494121],"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":[0.009390722,0.00008457123,0.2240296,0.0001114167,0.0001032543,0.000002315744,0.00557682,0.00002622131,0.00009916044,0.0001381332,0.07107783,0.68936],"study_design_scores_gemma":[0.009832215,0.0253598,0.2979648,0.00131776,0.00004411754,0.00001873695,0.01307644,0.000001154129,0.003334751,0.000005161151,0.64862,0.0004250666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844874,0.002129936,0.00009923333,0.007737305,0.003427291,0.001037098,0.00001385751,0.00005461806,0.001013227],"genre_scores_gemma":[0.997846,0.00002961343,0.000007139002,0.001403126,0.0002691481,0.00001340989,0.00005935098,0.00000951838,0.0003627094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6889349,"threshold_uncertainty_score":0.3826748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086471068","doi":"10.1097/aap.0b013e3182a0e12f","title":"Investigation of Current Infection-Control Practices for Ultrasound Coupling Gel","year":2013,"lang":"en","type":"article","venue":"Regional Anesthesia & Pain Medicine","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Contamination; Medicine; Ultrasound; Infection control; Surgery; Radiology; Biology","authors":[{"name":"David Provenzano","is_ca":false},{"name":"Michael A. Liebert","is_ca":false},{"name":"Barbara Steen","is_ca":false},{"name":"Debra Lovetro","is_ca":false},{"name":"David L. Somers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04620163605438952,"gpt":0.2972864917623205,"spread":0.251084855707931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143615,0.0001345162,0.0002624059,0.0001171648,0.0001229799,0.000006972135,0.00007185506,0.000136455,0.0006406198],"category_scores_gemma":[0.001177857,0.0001000452,0.00006497619,0.0001636667,0.0003478344,0.0001468594,0.000002062196,0.0001297119,0.0000708835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002379197,"about_ca_system_score_gemma":0.00007128362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004025382,"about_ca_topic_score_gemma":0.00001396511,"domain_scores_codex":[0.9989032,0.0002322603,0.0003982724,0.0002037379,0.00009118889,0.0001713448],"domain_scores_gemma":[0.9972032,0.001736244,0.0005557129,0.0001281579,0.0003235761,0.00005310466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004500978,0.0002841774,0.2418239,0.001081279,0.0002982061,0.00000142153,0.001274731,0.0001280831,0.4274921,0.01611527,0.3020879,0.008962764],"study_design_scores_gemma":[0.004497086,0.0008495208,0.1510227,0.0006849779,0.0002009457,0.0002068928,0.0004025016,0.001929795,0.003026205,0.003991207,0.8328935,0.0002946122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8445817,0.004181023,0.07945435,0.06999611,0.0001987374,0.001405993,4.744398e-7,0.0001245298,0.00005708276],"genre_scores_gemma":[0.9834607,0.0003849568,0.00006503965,0.01500706,0.0002579929,0.0001885719,0.0003205573,0.00001495662,0.0003002028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5308056,"threshold_uncertainty_score":0.7014338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}