{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"d7dbc108fefa","filters":{"venue":"Journal of Clinical Engineering"}},"results":[{"id":"W2316462633","doi":"10.1097/01.jce.0000305843.32684.52","title":"Clinical Engineering Benchmarking","year":2008,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Benchmarking; Clinical engineering; Capital expenditure; Operations management; Business; Operating expense; Quality (philosophy); Acute care; Performance indicator; Performance measurement; Accounting; Engineering; Health care; Economics; Marketing","authors":[{"name":"Binseng Wang","is_ca":true},{"name":"Richard Eliason","is_ca":true},{"name":"Sonny Richards","is_ca":true},{"name":"Lawrence W. Hertzler","is_ca":true},{"name":"Steve Koenigshof","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3542621785094276,"gpt":0.5717542082002478,"spread":0.2174920296908202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02169256,0.0008431238,0.0009152086,0.01321958,0.00118764,0.003844437,0.001509985,0.0008469647,0.01523834],"category_scores_gemma":[0.08999509,0.0002681971,0.0007400319,0.02088889,0.0009070431,0.00275611,0.004193334,0.001061883,0.003358424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003571165,"about_ca_system_score_gemma":0.007340422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635667,"about_ca_topic_score_gemma":0.003907089,"domain_scores_codex":[0.9620347,0.01491602,0.007043529,0.002707388,0.01045698,0.002841426],"domain_scores_gemma":[0.8950686,0.03308878,0.01873793,0.007672408,0.04035142,0.005080919],"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":[0.0007480801,0.000526206,0.3455738,0.00176165,0.0002022494,0.000352126,0.00238421,0.007141556,0.0007605475,0.02242535,0.07934792,0.5387765],"study_design_scores_gemma":[0.0001236259,0.002311646,0.7344894,0.001498356,0.0001214115,0.001406219,0.006114822,0.009685426,0.002209929,0.01274779,0.229123,0.0001685147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4992585,0.01439819,0.0801854,0.01244139,0.002157083,0.005504831,0.05887083,0.001991471,0.3251924],"genre_scores_gemma":[0.914732,0.003424515,0.02486888,0.002367323,0.0006235654,0.003407275,0.03553863,0.0003232575,0.01471464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02169256,"threshold_uncertainty_score":0.1147226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2326465502","doi":"10.1097/00004669-200601000-00037","title":"Fully Automated Clinical Engineering Technical Management System","year":2006,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Interface Biologics (Canada)","funders":"University of Illinois at Urbana-Champaign","keywords":"Clinical engineering; Spare part; Certification; Christian ministry; Automation; Computer science; Software engineering; Oracle; Engineering management; Health care; Engineering; Operations management","authors":[{"name":"Iyad Mobarek","is_ca":true},{"name":"Waleed Al Tarawneh","is_ca":true},{"name":"François Langevin","is_ca":true},{"name":"Mohammad Ibbini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1121455442195064,"gpt":0.5123599061053967,"spread":0.4002143618858903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004094543,0.0007953985,0.0007699045,0.002798448,0.0007373572,0.003451166,0.001672062,0.0006813305,0.01405067],"category_scores_gemma":[0.008598256,0.0005153244,0.0003883509,0.001731309,0.0004062821,0.001664027,0.001965413,0.000620135,0.008860138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130033,"about_ca_system_score_gemma":0.003934875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002187779,"about_ca_topic_score_gemma":0.001242075,"domain_scores_codex":[0.9945948,0.001026244,0.0009783995,0.0009980175,0.002116654,0.0002860353],"domain_scores_gemma":[0.987244,0.002124254,0.0009741038,0.002361276,0.006696338,0.0006000364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007985519,0.0003707467,0.008446274,0.0004445085,0.00005606303,0.0004543117,0.0008502763,0.007531275,0.01440644,0.004067206,0.05882995,0.9037444],"study_design_scores_gemma":[0.0006398251,0.001485731,0.0265558,0.0004542061,0.0001899097,0.002351538,0.0007723271,0.1398683,0.05421474,0.006946598,0.7661055,0.0004156689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08096232,0.001242372,0.672879,0.001547534,0.0005628562,0.005219672,0.009489426,0.1797625,0.04833426],"genre_scores_gemma":[0.3771785,0.001049805,0.5389075,0.001133627,0.0006555607,0.003817681,0.02444065,0.003526265,0.0492904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01405067,"threshold_uncertainty_score":0.04700416,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2330695951","doi":"10.1097/00004669-200126020-00012","title":"Electromagnetic Interference from Digital Television Signals on Medical Devices","year":2001,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada; Health Canada","funders":"","keywords":"Digital television; Interference (communication); Channel (broadcasting); Broadcasting (networking); Digital broadcasting; Telecommunications; Schedule; Electromagnetic interference; Computer science; Electrical engineering; Electronic engineering; Engineering; Computer network","authors":[{"name":"Kok-Swang Tan","is_ca":true},{"name":"Joe Seregelyi","is_ca":true},{"name":"D. Cule","is_ca":true},{"name":"Pierre Bouchard","is_ca":true},{"name":"I Hinberg","is_ca":true},{"name":"Yiyan Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03012545957490268,"gpt":0.3185472498804083,"spread":0.2884217903055056,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003911993,0.0003091069,0.0002559352,0.0005445822,0.0003209163,0.0003744155,0.0002049187,0.0004866526,0.002094948],"category_scores_gemma":[0.004110847,0.0001429821,0.0003146749,0.0003357377,0.000371505,0.0001971461,0.0004496666,0.0002738031,0.0004309825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806465,"about_ca_system_score_gemma":0.0001000609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004510057,"about_ca_topic_score_gemma":0.0002404917,"domain_scores_codex":[0.9992068,0.0002313614,0.00004064926,0.0001070518,0.0002818291,0.00013228],"domain_scores_gemma":[0.9968547,0.001933846,0.0003610318,0.0002185585,0.0004948313,0.0001370885],"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":[0.002992988,0.0002596744,0.1466389,0.0004426069,0.0001534372,0.001799034,0.0009106731,0.002409638,0.7487258,0.0006262209,0.0003202352,0.09472086],"study_design_scores_gemma":[0.0001585146,0.01082627,0.2917099,0.0001605532,0.0004936553,0.008569722,0.0007301188,0.004623898,0.6737775,0.0008526475,0.00803641,0.00006080092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919065,0.0006798136,0.005049377,0.0000658392,0.00003171133,0.00003073844,0.00004967941,0.00002541728,0.002160872],"genre_scores_gemma":[0.997245,0.0002493724,0.001446815,0.0000760717,0.00003172166,0.000009868751,0.00009360228,0.000006801627,0.0008406854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002094948,"threshold_uncertainty_score":0.007008314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2317977815","doi":"10.1097/jce.0000000000000010","title":"The Dividends of an Effective Clinical Technology Management Program","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Clinical engineering; Procurement; Medical equipment; Business; Health care; Operations management; Capital equipment; Function (biology); Medicine; Marketing; Engineering; Nursing; Industrial organization; Economic growth; Economics","authors":[{"name":"Kim Greenwood","is_ca":true},{"name":"Marie-Ange Janvier","is_ca":true},{"name":"Y. Rachel Zhang","is_ca":true},{"name":"Gaëtanne Heggie","is_ca":true},{"name":"Marjan Yazdanpanah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.11955432098409,"gpt":0.5874255407774605,"spread":0.4678712197933704,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0554168,0.0009839076,0.0006770826,0.002817912,0.0092136,0.02572724,0.003004831,0.0109632,0.03664384],"category_scores_gemma":[0.07903232,0.000966449,0.000918394,0.001379557,0.01351689,0.01973775,0.01960048,0.02108235,0.00587336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.014393,"about_ca_system_score_gemma":0.09178478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00464241,"about_ca_topic_score_gemma":0.007520764,"domain_scores_codex":[0.9575461,0.01323597,0.002099695,0.003282015,0.01568572,0.008150674],"domain_scores_gemma":[0.8273026,0.03358544,0.006068213,0.01012629,0.0178889,0.1050286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001815545,0.001233731,0.006179621,0.0004506018,0.00006061645,0.0004099576,0.002074965,0.001109874,0.0008586352,0.3726259,0.3844369,0.2303777],"study_design_scores_gemma":[0.0003255716,0.0007235022,0.01124803,0.001962806,0.00003997329,0.0003841802,0.005441124,0.002437283,0.0006752,0.1775245,0.7991019,0.000135941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009353232,0.003454275,0.007100881,0.9024531,0.006349341,0.0002782424,0.00006148703,0.0002158631,0.07073359],"genre_scores_gemma":[0.4390074,0.008572511,0.03229995,0.388045,0.01618206,0.00187599,0.0003466234,0.0003631294,0.1133073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0554168,"threshold_uncertainty_score":0.2930755,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011804178","doi":"10.1097/jce.0000000000000398","title":"Progressing Toward the Application of Artificial Intelligence for Medical Equipment Replacement in Canadian Hospitals —An Idea From the Biomedical Engineering Department at Northern Health","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medical equipment; Engineering management; Computer science; Health care; Health maintenance; Health management system; Scheduling (production processes); Engineering; Operations management; Medicine; Nursing","authors":[{"name":"Nikhil Kanamala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1812024310776606,"gpt":0.5059768805039305,"spread":0.32477444942627,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01801135,0.0007370014,0.0004214208,0.003907478,0.003572836,0.008224277,0.002402715,0.001781312,0.002013345],"category_scores_gemma":[0.01593848,0.0003733715,0.0008086768,0.004978338,0.007908246,0.005607754,0.001821945,0.003466028,0.0005603282],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04495119,"about_ca_system_score_gemma":0.08975524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9039704,"about_ca_topic_score_gemma":0.8964241,"domain_scores_codex":[0.9929958,0.001814261,0.0004402147,0.0004728227,0.003397172,0.0008796711],"domain_scores_gemma":[0.9833907,0.002589051,0.0005270845,0.0005980192,0.01125077,0.001644439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002699558,0.0004556032,0.045363,0.001331641,0.0002091745,0.000316198,0.007248118,0.01080184,0.004284668,0.1421199,0.10221,0.6853898],"study_design_scores_gemma":[0.0001394753,0.0004458823,0.08536185,0.002712566,0.0001913416,0.0003273904,0.01580336,0.04323433,0.007609282,0.1014119,0.7422796,0.0004829711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06462443,0.04464189,0.07235187,0.7299637,0.001938977,0.0004350856,0.0006579064,0.000579824,0.08480641],"genre_scores_gemma":[0.6037161,0.0624583,0.269469,0.03786184,0.001113664,0.0001569784,0.0006350444,0.0001534878,0.02443562],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9550488,"threshold_uncertainty_score":0.3261452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314457169","doi":"10.1097/00004669-200501000-00047","title":"Enhanced Performance and Cost-effective Clinical Engineering System for Jordan","year":2005,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Interface Biologics (Canada)","funders":"University of Illinois at Urbana-Champaign","keywords":"Clinical engineering; Computer science; Risk analysis (engineering); Medicine; Political science; Health care","authors":[{"name":"Iyad Mobarek","is_ca":true},{"name":"François Langevin","is_ca":true},{"name":"Mohammad Ibbini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1464981351760252,"gpt":0.521863896319319,"spread":0.3753657611432938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004375165,0.0007065756,0.0004571786,0.001816288,0.0009692033,0.002386954,0.0009481487,0.0008675564,0.01036305],"category_scores_gemma":[0.005546197,0.0002980076,0.000439797,0.0009651892,0.0004821943,0.001532862,0.002192155,0.0005107202,0.004100377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460957,"about_ca_system_score_gemma":0.007678228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001946487,"about_ca_topic_score_gemma":0.002219828,"domain_scores_codex":[0.995776,0.001254997,0.0004963988,0.0003776896,0.001817234,0.000277639],"domain_scores_gemma":[0.9944894,0.0005138755,0.0005249206,0.0006215475,0.003071526,0.0007786523],"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":[0.0006093081,0.001585986,0.01856853,0.0005455537,0.00005726035,0.0005576061,0.0009442812,0.007714605,0.02549021,0.005725424,0.0526436,0.8855576],"study_design_scores_gemma":[0.001315959,0.009592975,0.09968992,0.0009398538,0.0003510465,0.005682479,0.002555197,0.1034732,0.06401883,0.006632457,0.7052408,0.0005072054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3590575,0.002721797,0.5031439,0.009529712,0.001198045,0.008880327,0.001637647,0.02872657,0.08510464],"genre_scores_gemma":[0.4212057,0.001791577,0.5225623,0.001919953,0.0007432696,0.002469419,0.003490226,0.0005471946,0.04527039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01036305,"threshold_uncertainty_score":0.03466785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399802268","doi":"10.1097/jce.0000000000000647","title":"Medical Equipment Aging","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"CARE Canada","funders":"","keywords":"Computer science","authors":[{"name":"Binseng Wang","is_ca":false},{"name":"Torgeir Rui","is_ca":false},{"name":"Scott Skinner","is_ca":true},{"name":"Morgan Ayers-Comegys","is_ca":false},{"name":"Jason Gibson","is_ca":false},{"name":"Steve Williams","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2381819882594875,"gpt":0.604950541576194,"spread":0.3667685533167065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131882,0.0004104626,0.0002522899,0.002245073,0.0007704275,0.001657614,0.0005387297,0.0006675152,0.01345594],"category_scores_gemma":[0.008621826,0.0001723742,0.0005780978,0.002050405,0.0004642489,0.002682068,0.001309731,0.0006334878,0.004844175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008042767,"about_ca_system_score_gemma":0.0008305419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278591,"about_ca_topic_score_gemma":0.001656406,"domain_scores_codex":[0.9984688,0.0001586012,0.0002351523,0.0002381799,0.0007533656,0.0001458049],"domain_scores_gemma":[0.9942662,0.001207316,0.001639289,0.0004596773,0.00214301,0.0002843589],"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":[0.0002312642,0.0001604576,0.1470045,0.00175516,0.0000805722,0.001554128,0.002550253,0.0007176618,0.00844681,0.01379268,0.06507407,0.7586324],"study_design_scores_gemma":[0.00001064479,0.0007332091,0.2162195,0.001342975,0.0001452674,0.01475701,0.001791895,0.0008532648,0.01062818,0.003726431,0.7497265,0.00006513426],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4843909,0.1027979,0.02856151,0.01582045,0.01031764,0.0005906056,0.005430166,0.001041076,0.3510498],"genre_scores_gemma":[0.8180208,0.07358056,0.01412531,0.007192756,0.003377574,0.0002293277,0.004123655,0.0002103745,0.07913962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01345594,"threshold_uncertainty_score":0.04501456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2791866616","doi":"10.1097/jce.0000000000000276","title":"Improving the Quality Management System of the Biomedical Engineering Department at Niagara Health as per Best Practices Recommended by Canadian Medical and Biological Engineering Society","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Niagara Health System; Regional Municipality of Niagara","funders":"","keywords":"Quality (philosophy); Engineering management; Clinical engineering; Plan (archaeology); Best practice; Health systems engineering; Engine department; Health care; Engineering; Management; Political science","authors":[{"name":"Nikhil Kanamala","is_ca":true},{"name":"Kritananda Teeluckdharry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1769550963688128,"gpt":0.5001287730023494,"spread":0.3231736766335366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08596034,0.0009052081,0.001080861,0.007433092,0.0111298,0.02096396,0.006235675,0.00400342,0.008307674],"category_scores_gemma":[0.15173,0.001211309,0.001091462,0.006018222,0.004526785,0.005539642,0.006975284,0.0062113,0.005421338],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06662795,"about_ca_system_score_gemma":0.3482609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5137095,"about_ca_topic_score_gemma":0.6059011,"domain_scores_codex":[0.858045,0.03755074,0.01779104,0.007235765,0.07190167,0.007475662],"domain_scores_gemma":[0.5013529,0.01878937,0.02837876,0.02664276,0.3894158,0.03542033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001737452,0.0005561782,0.04139176,0.001878111,0.0001393864,0.0005856004,0.007801314,0.001522887,0.006365395,0.01586066,0.5182602,0.4054648],"study_design_scores_gemma":[0.0001093574,0.0003746552,0.06967008,0.003056836,0.0001301846,0.0006708392,0.006392881,0.002224307,0.004080529,0.002193189,0.9107493,0.0003477736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03159298,0.01883462,0.08419803,0.6982563,0.01117576,0.01003714,0.002072867,0.005209641,0.1386228],"genre_scores_gemma":[0.2701717,0.02674272,0.5087075,0.05815659,0.004203686,0.004905249,0.005273849,0.001381212,0.1204575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.933372,"threshold_uncertainty_score":0.9783087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402558565","doi":"10.1097/jce.0000000000000661","title":"Medical Equipment Aging: Part III—An Aging Model for Maintenance and Replacement Plannings","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"CARE Canada","funders":"","keywords":"Reliability engineering; Computer science; Environmental science; Engineering","authors":[{"name":"Binseng Wang","is_ca":false},{"name":"Torgeir Rui","is_ca":false},{"name":"Scott Skinner","is_ca":true},{"name":"Morgan Ayers-Comegys","is_ca":false},{"name":"Jason Gibson","is_ca":false},{"name":"Steve Williams","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2468560470581973,"gpt":0.5569086069163424,"spread":0.3100525598581451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001669934,0.001234823,0.000614795,0.0009080163,0.0003842743,0.001348648,0.001567539,0.001109526,0.003216828],"category_scores_gemma":[0.003021179,0.0005386242,0.00120493,0.0005807188,0.0008003299,0.00162238,0.0007840299,0.001052259,0.0006891809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420826,"about_ca_system_score_gemma":0.001548514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008229342,"about_ca_topic_score_gemma":0.003689076,"domain_scores_codex":[0.9990313,0.0003257967,0.0000725447,0.0001678275,0.0003060909,0.00009648567],"domain_scores_gemma":[0.9984388,0.0007514881,0.0002057813,0.0001359042,0.0003998343,0.00006829296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006530122,0.00009477199,0.002716389,0.0001414686,0.00003040222,0.0001396989,0.0001951975,0.921299,0.001992456,0.03388091,0.002015866,0.03742849],"study_design_scores_gemma":[0.000007828466,0.00008971251,0.0007232414,0.00003024454,0.00002819327,0.00008784753,0.00004043239,0.982416,0.000826026,0.01184679,0.003888113,0.00001553923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03649373,0.0008955436,0.947502,0.0006810591,0.0001640864,0.000279492,0.0003886758,0.0004414846,0.01315405],"genre_scores_gemma":[0.7534775,0.001690291,0.222575,0.0001814211,0.0001875132,0.0007441294,0.0006355583,0.000186234,0.02032243],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008229342,"threshold_uncertainty_score":0.01636291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386736002","doi":"10.1097/jce.0000000000000605","title":"Building a Clinical Engineering Department","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Children's Hospital of Eastern Ontario; Carleton University; University of Ottawa","funders":"","keywords":"Engine department; Clinical engineering; Emergency department; Engineering; Library science; Management; Engineering management; Medicine; Political science; Computer science; Nursing; Health care; Law","authors":[{"name":"Christopher D. Gray","is_ca":true},{"name":"Andrew Ibey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3365197233987404,"gpt":0.6100863519108848,"spread":0.2735666285121444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00742034,0.001116269,0.0005037381,0.002635012,0.004588607,0.005902258,0.002012172,0.002908444,0.1386003],"category_scores_gemma":[0.01416223,0.000930543,0.0008671036,0.0007969938,0.00209705,0.003685016,0.01124104,0.00732123,0.05833963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00531317,"about_ca_system_score_gemma":0.04585625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004004433,"about_ca_topic_score_gemma":0.009141997,"domain_scores_codex":[0.9931477,0.001276686,0.0004971625,0.001473463,0.002601409,0.001003602],"domain_scores_gemma":[0.9298387,0.002429928,0.001452689,0.002087749,0.0145068,0.04968406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008439699,0.0007567509,0.006610967,0.000370787,0.00003407223,0.0008793727,0.0008261639,0.0006417251,0.00189697,0.01270182,0.7213697,0.2538273],"study_design_scores_gemma":[0.00005212242,0.0003897667,0.00519101,0.0006772804,0.00002239413,0.001209447,0.001251751,0.0005417076,0.0007602867,0.004352498,0.9854999,0.00005173539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02160724,0.01386009,0.1007107,0.4089561,0.05162317,0.00217839,0.001331068,0.005214097,0.3945192],"genre_scores_gemma":[0.1466363,0.01802334,0.1054384,0.1374921,0.01603694,0.001982295,0.002214373,0.001183094,0.5709932],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1386003,"threshold_uncertainty_score":0.4636641,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381855961","doi":"10.1097/jce.0000000000000598","title":"Strategic Budget Planning for Complex Medical Devices: A Case Study on Surgical Microscopes","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Children's Hospital of Eastern Ontario; St Mary's Hospital Centre","funders":"","keywords":"Capital expenditure; Government (linguistics); Fiscal year; Operating budget; Ticket; Clinical engineering; Plan (archaeology); Capital budgeting; Business; Capital (architecture); Medical equipment; Capital equipment; Health care; Strategic planning; Operations management; Budget constraint; Finance; Economics; Marketing; Computer science; Industrial organization; Medicine; Computer security","authors":[{"name":"Simin Nazeri","is_ca":true},{"name":"Marie-Ange Janvier","is_ca":false},{"name":"Kim Greenwood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6055255899012763,"gpt":0.6447768739460681,"spread":0.03925128404479183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005599451,0.0005226451,0.0003093754,0.002454308,0.004092592,0.00271228,0.001372673,0.001772064,0.00488695],"category_scores_gemma":[0.01433388,0.0005028946,0.0007910546,0.00337185,0.001452179,0.001892977,0.001470377,0.001581837,0.0003392014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01536123,"about_ca_system_score_gemma":0.01159541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1148818,"about_ca_topic_score_gemma":0.2021679,"domain_scores_codex":[0.9968374,0.001636146,0.0001331371,0.0001348119,0.0006098465,0.0006486519],"domain_scores_gemma":[0.9862825,0.01018307,0.001031607,0.0003203732,0.001146152,0.001036385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001057671,0.003947931,0.2593423,0.0009522642,0.0001546882,0.04944441,0.03320762,0.210095,0.003493824,0.1690597,0.03103381,0.2382107],"study_design_scores_gemma":[0.0005594825,0.002900021,0.1950911,0.001350731,0.0002379716,0.01665045,0.2324516,0.3160311,0.00564033,0.03385954,0.1947282,0.0004994147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304681,0.0007975301,0.01670154,0.004392389,0.00005001969,0.0006675854,0.0004348882,0.00006257867,0.0464254],"genre_scores_gemma":[0.9799793,0.0008626395,0.01531823,0.0001497567,0.00002341027,0.0001161186,0.0001209175,0.00002662573,0.003403057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1148818,"threshold_uncertainty_score":0.2284262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399802267","doi":"10.1097/jce.0000000000000657","title":"Safety Verification Procedure in the Implementation of Alternative Equipment Maintenance at The Ottawa Hospital","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Association of Occupational Therapists","funders":"","keywords":"Computer science; Reliability engineering; Engineering","authors":[{"name":"Maryam Sangargir","is_ca":true},{"name":"Joël Brose","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08874238056900849,"gpt":0.5111040263325909,"spread":0.4223616457635824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01794258,0.0003065106,0.000225469,0.001725433,0.006667147,0.002915979,0.002308367,0.001604602,0.00463567],"category_scores_gemma":[0.0487657,0.0004725642,0.0005267707,0.0009807911,0.003291909,0.001549889,0.003464306,0.002107189,0.0006567661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02029469,"about_ca_system_score_gemma":0.03693333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1851555,"about_ca_topic_score_gemma":0.2302746,"domain_scores_codex":[0.9785685,0.008170635,0.001505323,0.001703831,0.006854356,0.003197379],"domain_scores_gemma":[0.9563237,0.01747928,0.005536677,0.004259207,0.0139928,0.002408304],"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":[0.001281878,0.001635247,0.3010427,0.0008899256,0.00009727369,0.01050629,0.1332682,0.01290417,0.02064383,0.02896407,0.01759479,0.4711715],"study_design_scores_gemma":[0.000207163,0.003195654,0.5788978,0.00161064,0.0002056291,0.003887375,0.1689332,0.02794349,0.04310896,0.005902907,0.1654392,0.0006678483],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293802,0.0003624899,0.02633118,0.005507645,0.0002492074,0.001521218,0.000222858,0.0005649512,0.03586026],"genre_scores_gemma":[0.9750991,0.00008018566,0.01772038,0.000320506,0.00001572447,0.0001704779,0.00007495847,0.00003820913,0.006480524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1851555,"threshold_uncertainty_score":0.3681556,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2323764313","doi":"10.1097/jce.0b013e318223cc0f","title":"Human Factors Tools and Tips for Clinical Engineers","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"","keywords":"Food and drug administration; Patient safety; The Internet; Clinical engineering; Health care; Computer science; Medicine; Medical emergency; World Wide Web","authors":[{"name":"Stephanie Joseph","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6952687195432841,"gpt":0.6097613042118042,"spread":0.08550741533147987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02581105,0.002587961,0.001234278,0.004977698,0.001678966,0.00801124,0.002471969,0.005651876,0.06547961],"category_scores_gemma":[0.1225752,0.00129637,0.001199834,0.003021873,0.002325324,0.01322623,0.006100791,0.009332633,0.07012462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257509,"about_ca_system_score_gemma":0.004833186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009312402,"about_ca_topic_score_gemma":0.0018753,"domain_scores_codex":[0.9762484,0.01139731,0.002673453,0.001124128,0.007883733,0.0006729188],"domain_scores_gemma":[0.8748385,0.08410425,0.004127286,0.007550339,0.02350118,0.005878483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005982976,0.0001667245,0.0004358459,0.000958344,0.00001586907,0.0002116869,0.001650632,0.000254774,0.0007969808,0.007399473,0.6336882,0.3543617],"study_design_scores_gemma":[0.00003663142,0.00009081169,0.0005162738,0.001434653,0.0000131425,0.000683684,0.001219757,0.0003947254,0.0003781533,0.02079136,0.9743854,0.00005532888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002156238,0.03328721,0.4657843,0.2237514,0.0235116,0.002671241,0.002532033,0.04347129,0.2028347],"genre_scores_gemma":[0.02404625,0.04551832,0.6639054,0.07509788,0.01926909,0.005501932,0.003203865,0.008471685,0.1549856],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06547961,"threshold_uncertainty_score":0.2190511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411479312","doi":"10.1097/jce.0000000000000713","title":"Remote Biomedical Services Support Program","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workflow; Service (business); Vendor; Process (computing); Phone; Downtime; Engineering management; Computer science; Telemedicine; Engineering; Business; Health care","authors":[{"name":"Aida Razavi","is_ca":false},{"name":"Gaetanne Heggie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1333269656749006,"gpt":0.5988569142035701,"spread":0.4655299485286695,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002355975,0.0005139472,0.000183746,0.0008842984,0.00297914,0.001672525,0.002386451,0.001119074,0.1104789],"category_scores_gemma":[0.005436023,0.0003432892,0.0005583123,0.0005912537,0.0008284173,0.001060499,0.005036194,0.001922395,0.02358939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003262907,"about_ca_system_score_gemma":0.02186765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425631,"about_ca_topic_score_gemma":0.02302307,"domain_scores_codex":[0.9982425,0.0003876287,0.00007447703,0.00028348,0.0004633001,0.0005486836],"domain_scores_gemma":[0.9936162,0.0007822374,0.0003586488,0.0006913305,0.001638343,0.002913109],"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":[0.001084791,0.004365393,0.01487168,0.0007156719,0.00003879674,0.001118843,0.003575989,0.001193555,0.01328858,0.007310606,0.2476187,0.7048175],"study_design_scores_gemma":[0.0006647011,0.003944219,0.04511299,0.000403904,0.00005691102,0.001162582,0.004460935,0.003137699,0.007125859,0.001799007,0.9320346,0.00009655829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2559392,0.0008877647,0.08248316,0.03267096,0.002521472,0.023502,0.008016626,0.01734317,0.5766357],"genre_scores_gemma":[0.5264028,0.001227261,0.07517313,0.01659727,0.001096125,0.008976907,0.00577045,0.001081872,0.3636741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1104789,"threshold_uncertainty_score":0.3695886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2625506578","doi":"10.1097/jce.0000000000000231","title":"Clinical/Biomedical Quality Management System","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Niagara Health System","funders":"","keywords":"Clinical engineering; Quality (philosophy); Quality management system; Audit; Engineering management; Quality assurance; Computer science; Consistency (knowledge bases); Process management; Process (computing); Health care; Service (business); Quality management; Management system; Operations management; Engineering; Business","authors":[{"name":"Kelsea Tomaino","is_ca":true},{"name":"Jean Ngoie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4121547630395136,"gpt":0.6430456067691983,"spread":0.2308908437296847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01188708,0.0008084386,0.0009579193,0.005255689,0.001954234,0.008196263,0.00281941,0.001660194,0.0608087],"category_scores_gemma":[0.02283568,0.0003889635,0.0007575831,0.005157125,0.0006494574,0.002840305,0.003886795,0.001744903,0.04019005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004232162,"about_ca_system_score_gemma":0.008837948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005620159,"about_ca_topic_score_gemma":0.001815991,"domain_scores_codex":[0.9885643,0.002316816,0.002325784,0.00173837,0.004441672,0.000613055],"domain_scores_gemma":[0.9781632,0.003095123,0.002410118,0.00328138,0.01144119,0.001608992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006278913,0.000492041,0.01108817,0.00154927,0.0001379003,0.0003456427,0.0005746768,0.002412301,0.003257446,0.03415735,0.4291819,0.5161754],"study_design_scores_gemma":[0.0003327274,0.0003531555,0.01083669,0.0006599496,0.00009567,0.0004469645,0.0002078239,0.01230521,0.005110891,0.01203161,0.9574888,0.000130517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01803958,0.009150745,0.3128995,0.0279348,0.004530591,0.01151877,0.06625524,0.1062671,0.4434037],"genre_scores_gemma":[0.3108222,0.01007698,0.305894,0.0253606,0.006526571,0.01024843,0.1456911,0.006965936,0.1784142],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0608087,"threshold_uncertainty_score":0.2034254,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2994980682","doi":"10.1097/jce.0000000000000387","title":"The 3-Dimensional Printing Program at the Biomedical Engineering Department at Niagara Health","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Niagara Health System; Regional Municipality of Niagara","funders":"","keywords":"General partnership; Engine department; Cover (algebra); Engineering management; Clinical engineering; Engineering; Business; Health care; Political science; Mechanical engineering","authors":[{"name":"Tofunmi Akinlalu","is_ca":true},{"name":"Milena Galaszewicz","is_ca":true},{"name":"Frank Gigliotti","is_ca":true},{"name":"Connor Reece","is_ca":true},{"name":"Kritananda Teeluckdharry","is_ca":true},{"name":"Bonnie Yu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01626626097048621,"gpt":0.3130536736056685,"spread":0.2967874126351823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044579,0.0005948727,0.0002776665,0.0008305427,0.001802712,0.002311201,0.0008063614,0.001141911,0.1035558],"category_scores_gemma":[0.002617075,0.0003653254,0.0003799412,0.0005025063,0.000814534,0.0007200138,0.002200663,0.002049016,0.02188275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001800274,"about_ca_system_score_gemma":0.008859586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01435373,"about_ca_topic_score_gemma":0.04075587,"domain_scores_codex":[0.9988135,0.0002178287,0.00004704034,0.0002014703,0.0005728659,0.0001473655],"domain_scores_gemma":[0.9946491,0.0007877995,0.0002653766,0.0004530964,0.001484069,0.002360638],"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":[0.0006331614,0.0007499581,0.01267334,0.0003266853,0.00002211846,0.001556785,0.001470358,0.0006808356,0.01375651,0.004090765,0.4494582,0.5145812],"study_design_scores_gemma":[0.0001352487,0.0005013644,0.02106538,0.0002606999,0.00002389717,0.002321111,0.0006630276,0.001322959,0.008472576,0.001001558,0.9641495,0.00008252078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09265458,0.01156444,0.04871206,0.07790853,0.006199758,0.001253246,0.00317109,0.006954066,0.7515823],"genre_scores_gemma":[0.166076,0.01422426,0.06769715,0.01106467,0.001474607,0.001139404,0.001898446,0.001357039,0.7350685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1035558,"threshold_uncertainty_score":0.3464286,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414240780","doi":"10.1097/jce.0000000000000727","title":"Medical Device Service Contract Comparative Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Engineering","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Contract management; Service (business); Original equipment manufacturer; Key (lock); Work (physics); Service level objective; Scalability; Medical device","authors":[{"name":"Hamid Hatami","is_ca":true},{"name":"Joël Brose","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.273006633523799,"gpt":0.616001400167766,"spread":0.3429947666439669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02717235,0.000535205,0.0007963258,0.008530563,0.0011632,0.002670978,0.001270581,0.0007672244,0.0189408],"category_scores_gemma":[0.09059661,0.0001859304,0.002305127,0.007276805,0.000988183,0.002793125,0.0022452,0.001042308,0.0006875097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009819539,"about_ca_system_score_gemma":0.005757364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01367497,"about_ca_topic_score_gemma":0.009704855,"domain_scores_codex":[0.9626713,0.02067817,0.001498216,0.001077032,0.01195109,0.002124216],"domain_scores_gemma":[0.9148867,0.0563677,0.004743138,0.003006764,0.01961333,0.001382398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006406942,0.002210039,0.4216104,0.002413206,0.001783374,0.0004986858,0.004259029,0.0662099,0.001799854,0.1893975,0.01713411,0.2862771],"study_design_scores_gemma":[0.0007671047,0.01095289,0.6946678,0.001343472,0.001766267,0.001015071,0.02184905,0.1735738,0.003937355,0.02571035,0.0641773,0.0002394731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875527,0.00200964,0.0164618,0.0007150212,0.0001417487,0.001909101,0.005848682,0.00009213758,0.0852691],"genre_scores_gemma":[0.9899273,0.0003214051,0.005317862,0.00006295481,0.00004387964,0.00057189,0.001774203,0.00002500461,0.001955559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02717235,"threshold_uncertainty_score":0.1437028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}