{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":31,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":31,"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":"20e5883055a5","filters":{"venue":"Comprehensive healthcare simulation"}},"results":[{"id":"W2494802034","doi":"10.1007/978-3-319-24187-6","title":"Comprehensive Healthcare Simulation: Pediatrics","year":2016,"lang":"en","type":"book","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Children's Hospital","funders":"","keywords":"Debriefing; Subspecialty; Health care; Medicine; Medical education; Computer science; Family medicine; Political science","authors":[{"name":"Vincent Grant","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09731929446570729,"gpt":0.4021211195446901,"spread":0.3048018250789828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0003410537,0.001926983,0.002853207,0.001885737,0.001132156,0.00013112,0.0005358015,0.002906927,0.0009406267],"category_scores_gemma":[0.0003697586,0.001928636,0.000950877,0.00105456,0.0004267417,0.0004728211,0.0002635757,0.002601047,0.001585661],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006134911,"about_ca_system_score_gemma":0.009616308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002712692,"about_ca_topic_score_gemma":0.00003466554,"domain_scores_codex":[0.9883699,0.0008965338,0.003499628,0.002676987,0.002755168,0.001801767],"domain_scores_gemma":[0.9686363,0.007584836,0.002382986,0.002926032,0.01655416,0.001915716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005642228,0.0009545486,0.09118482,0.06760209,0.001208646,0.0005859802,0.00833425,0.6236319,0.00006567672,0.01211312,0.08622672,0.10245],"study_design_scores_gemma":[0.007969492,0.002249971,0.06927744,0.006596165,0.0009423848,0.0001387878,0.0009350713,0.07016364,0.0000168998,0.01206966,0.8259524,0.003688154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08863518,0.2514267,0.04077692,0.3048137,0.08321723,0.10981,0.01500177,0.01732227,0.08899623],"genre_scores_gemma":[0.8534636,0.001300094,0.001170248,0.01696665,0.01271753,0.0003004298,0.009038185,0.0008616208,0.1041816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7648285,"threshold_uncertainty_score":0.9999726,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2497587967","doi":"10.1007/978-3-319-24187-6_14","title":"Simulation Curriculum Development, Competency-Based Education, and Continuing Professional Development","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Royal College of Physicians and Surgeons of Canada; University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Curriculum; Professional development; ADDIE Model; Process (computing); Medical education; Transformational leadership; Key (lock); Computer science; Health care; Engineering ethics; Process management; Medicine; Psychology; Engineering; Pedagogy; Political science","authors":[{"name":"Jonathan Pirie","is_ca":true},{"name":"Liana J. Kappus","is_ca":false},{"name":"Stephanie N. Sudikoff","is_ca":false},{"name":"Farhan Bhanji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04358104911540117,"gpt":0.3676435531455778,"spread":0.3240625040301766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002791599,0.0009003822,0.001062757,0.0009361775,0.0007128209,0.00006003997,0.0001602195,0.0009353611,0.0005568849],"category_scores_gemma":[0.0002075325,0.0008520771,0.0001595901,0.0001720875,0.0001806257,0.0002246258,0.00009838401,0.0007884608,0.0002244828],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660011,"about_ca_system_score_gemma":0.01078974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000188148,"about_ca_topic_score_gemma":0.0000213763,"domain_scores_codex":[0.9948454,0.0001686412,0.001957472,0.001271554,0.00112987,0.0006270445],"domain_scores_gemma":[0.9883323,0.00183222,0.001280009,0.0007371521,0.007089869,0.0007283892],"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":[0.0008953303,0.0009889744,0.1779286,0.01373467,0.0004264626,0.00002829789,0.01008157,0.07449819,0.00007476299,0.03086228,0.001125415,0.6893554],"study_design_scores_gemma":[0.006036908,0.0004672282,0.2510759,0.035224,0.0003438448,0.00003505157,0.001046653,0.1031179,0.00012069,0.005817798,0.5935304,0.003183679],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493272,0.06237411,0.05065385,0.05242468,0.05158557,0.0621107,0.0006799083,0.005888397,0.06495557],"genre_scores_gemma":[0.9407667,0.00003463563,0.01016243,0.002737408,0.001071403,0.0002064419,0.002451142,0.0002298713,0.04233998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6861718,"threshold_uncertainty_score":0.999393,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163348321","doi":"10.1007/978-3-030-43826-5_7","title":"Training SPs for Authentic Role Portrayal","year":2020,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Process (computing); Authentic assessment; Psychology; Best practice; Training (meteorology); Association (psychology); Engineering ethics; Medical education; Applied psychology; Pedagogy; Computer science; Political science; Engineering; Medicine; Geography; Psychotherapist","authors":[{"name":"Cathy M. Smith","is_ca":true},{"name":"Gayle Gliva‐McConvey","is_ca":false},{"name":"Anne Chapin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1846224641207047,"gpt":0.4013115148563232,"spread":0.2166890507356185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001499604,0.0006936163,0.001220655,0.0004411433,0.0003882393,0.00004071282,0.0001493081,0.000891273,0.0005535395],"category_scores_gemma":[0.0001756961,0.000802592,0.0005043978,0.0001104371,0.0001133506,0.0001055485,0.0000422353,0.0009129613,0.0001972468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006834272,"about_ca_system_score_gemma":0.001660401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006149422,"about_ca_topic_score_gemma":0.00001314245,"domain_scores_codex":[0.9961416,0.00005887447,0.001406373,0.001094579,0.0007427963,0.0005558271],"domain_scores_gemma":[0.9931071,0.00136348,0.0008354545,0.0007585901,0.003154416,0.0007809908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005721257,0.0002811231,0.01102995,0.02827206,0.001695921,0.0001986244,0.03811501,0.1020813,0.0003387827,0.4253562,0.003347866,0.3835618],"study_design_scores_gemma":[0.00626799,0.002994171,0.01957485,0.005051652,0.001331271,0.000104684,0.003960824,0.2757345,0.000046639,0.09545353,0.5869442,0.002535737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06268811,0.07118966,0.05016623,0.2942199,0.03933449,0.1175593,0.007872429,0.0106319,0.346338],"genre_scores_gemma":[0.9675778,0.00005351019,0.002267088,0.006046878,0.002771869,0.0001205425,0.004146234,0.0003334434,0.01668266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9048896,"threshold_uncertainty_score":0.9994425,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120234955","doi":"10.1007/978-3-030-43826-5_10","title":"Standardized/Simulated Patient Program Management and Administration – Spinning Plates","year":2020,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Quality assurance; Accountability; Interview; Quality management; Quality (philosophy); Business; Administration (probate law); Best practice; Process management; Work (physics); Engineering management; Engineering; Service (business); Political science; Marketing","authors":[{"name":"Catherine Nicholas","is_ca":false},{"name":"Devra Cohen-Tigor","is_ca":false},{"name":"Denise LaMarra","is_ca":false},{"name":"Cathy M. Smith","is_ca":true},{"name":"Gayle Gliva‐McConvey","is_ca":false},{"name":"Anne Chapin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0523328569636724,"gpt":0.3764708690802596,"spread":0.3241380121165872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009258511,0.0004583181,0.0006587033,0.0003485259,0.0002429342,0.00006005408,0.0000650286,0.0005006834,0.0001004623],"category_scores_gemma":[0.0001080328,0.000479782,0.0001056109,0.0001829989,0.0001412239,0.00009909726,0.00008821619,0.0007564665,0.00004086404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004313642,"about_ca_system_score_gemma":0.0002571541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006721285,"about_ca_topic_score_gemma":0.000001746455,"domain_scores_codex":[0.9972026,0.00004128972,0.0009606971,0.0007240729,0.00078701,0.0002843304],"domain_scores_gemma":[0.9973521,0.00009174482,0.0005165274,0.0004110823,0.001407081,0.0002214807],"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":[0.001104418,0.0001397621,0.0002852945,0.00439553,0.0004291708,0.000202264,0.000832253,0.002561173,0.0000163697,0.03575914,0.002523891,0.9517508],"study_design_scores_gemma":[0.003146204,0.004389157,0.005393247,0.004102957,0.0006290472,0.00007955037,0.0005074302,0.1019244,0.00004810509,0.009679584,0.8691029,0.0009974332],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3927892,0.03046264,0.01884514,0.1127202,0.01199463,0.0914822,0.0007983709,0.008428719,0.3324789],"genre_scores_gemma":[0.9729913,0.0003500214,0.01233603,0.004760727,0.0005470728,0.00007341962,0.003479172,0.0001598282,0.005302444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9507533,"threshold_uncertainty_score":0.9997654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2476809326","doi":"10.1007/978-3-319-24187-6_27","title":"Simulation Operations and Administration","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"","keywords":"Administration (probate law); Computer science; Political science; Law","authors":[{"name":"Michael R. Moyer","is_ca":false},{"name":"Joseph Lopreiato","is_ca":false},{"name":"Nicola Peiris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.101761247868856,"gpt":0.4052237965406491,"spread":0.3034625486717931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001562515,0.0006566825,0.0008299081,0.0005962764,0.0005237784,0.00007773154,0.00009025684,0.0009740798,0.0006129549],"category_scores_gemma":[0.0001947591,0.0006410889,0.0001918978,0.0001129529,0.0001922943,0.0002968833,0.00005496354,0.0006314022,0.0002508843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008133954,"about_ca_system_score_gemma":0.001400615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003859372,"about_ca_topic_score_gemma":0.00004469382,"domain_scores_codex":[0.9964097,0.0001178549,0.001285905,0.001021537,0.0007424286,0.0004226379],"domain_scores_gemma":[0.9922493,0.001845296,0.0004589441,0.0008705535,0.003996578,0.0005793499],"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":[0.001921001,0.0002142798,0.01463716,0.00559524,0.0004909082,0.00008400625,0.002588293,0.6630691,0.0002021687,0.2003046,0.0005774063,0.1103159],"study_design_scores_gemma":[0.00577202,0.002678648,0.06438515,0.006120989,0.0008249677,0.0001234345,0.000380235,0.740295,0.00006719736,0.02462109,0.1521079,0.002623416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2474698,0.04964777,0.122482,0.2245481,0.02095847,0.07026668,0.004856981,0.007638155,0.252132],"genre_scores_gemma":[0.9442878,0.0001981126,0.0008132057,0.002398451,0.001476808,0.00006250542,0.001472398,0.0001813388,0.04910941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6968179,"threshold_uncertainty_score":0.999604,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2499902190","doi":"10.1007/978-3-319-24187-6_11","title":"Task and Procedural Skills Training","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"","keywords":"Usability; Suite; Competence (human resources); Task (project management); Curriculum; Computer science; Fidelity; Medical education; Patient care; Psychology; Human–computer interaction; Medicine; Pedagogy; Nursing; Engineering","authors":[{"name":"Marjorie Lee White","is_ca":false},{"name":"Anne Ades","is_ca":false},{"name":"Allan Shefrin","is_ca":true},{"name":"Susanne Kost","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08119409860879734,"gpt":0.3724210437753345,"spread":0.2912269451665371,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001328249,0.0006187081,0.000959165,0.0005192687,0.0003259751,0.00003485569,0.00009129096,0.0008262658,0.0003415441],"category_scores_gemma":[0.0001372878,0.0005719209,0.0001813749,0.00008750782,0.0002056199,0.000153599,0.0000554591,0.00070783,0.00016116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006949129,"about_ca_system_score_gemma":0.001410262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002824299,"about_ca_topic_score_gemma":0.00001007235,"domain_scores_codex":[0.9967726,0.00007621836,0.001028529,0.000948031,0.0006485059,0.0005261455],"domain_scores_gemma":[0.9940605,0.001297535,0.0006181255,0.0006678925,0.002718522,0.0006374952],"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":[0.002190552,0.0002653281,0.04369156,0.02277981,0.001039364,0.0002229279,0.03142532,0.006675051,0.0003899649,0.1745191,0.007511793,0.7092892],"study_design_scores_gemma":[0.01095407,0.002607942,0.184801,0.02345189,0.000926574,0.0005893594,0.002100076,0.01936098,0.00004482677,0.08225515,0.6688583,0.004049791],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2353137,0.05813504,0.00585508,0.3028325,0.01955856,0.04866622,0.00277438,0.005840017,0.3210244],"genre_scores_gemma":[0.928041,0.0002678138,0.0005007585,0.008592623,0.001772046,0.00005399028,0.0006116707,0.0002108087,0.05994932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7052394,"threshold_uncertainty_score":0.9996732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392880","doi":"10.1007/978-3-031-65742-9_5","title":"Fostering Psychological Safety in Learning Conversations","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Baycrest Hospital; Sheridan College; University of Toronto","funders":"","keywords":"Psychology; Psychological safety; Applied psychology","authors":[{"name":"Nemat Alsaba","is_ca":false},{"name":"Lisa Guttman Sokoloff","is_ca":true},{"name":"Cathy M. Smith","is_ca":true},{"name":"Debra Nestel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1796101457866801,"gpt":0.444307480868333,"spread":0.2646973350816529,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002146951,0.0005411934,0.0008669724,0.0009243566,0.0002251476,0.00004555259,0.0001104917,0.0009605497,0.0008511097],"category_scores_gemma":[0.0001045348,0.0005928747,0.0002565125,0.0002494958,0.0001182515,0.0001076526,0.0001580777,0.002132321,0.0006980172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627894,"about_ca_system_score_gemma":0.0004650418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065297,"about_ca_topic_score_gemma":0.00003989831,"domain_scores_codex":[0.9964247,0.0001198887,0.001353678,0.001046597,0.0005892525,0.0004658717],"domain_scores_gemma":[0.9959969,0.001279464,0.0003778121,0.0006160001,0.001380982,0.000348849],"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":[0.002650624,0.0002812219,0.05795944,0.01424688,0.0004287485,0.0006249839,0.01231799,0.6390195,0.0001115325,0.1529466,0.001014338,0.1183981],"study_design_scores_gemma":[0.007145073,0.002708621,0.1752518,0.01872689,0.0006207544,0.0002862099,0.003379982,0.34304,0.00001482193,0.1115064,0.3342257,0.003093783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09309822,0.03743271,0.003113798,0.08163736,0.01926727,0.02318985,0.0005630689,0.004593836,0.7371039],"genre_scores_gemma":[0.9410277,0.0003096335,0.0002787348,0.001598981,0.0008274252,0.00004953691,0.001536941,0.0001717763,0.05419924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8479295,"threshold_uncertainty_score":0.9996523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3124646271","doi":"10.1007/978-3-030-43826-5_17","title":"Reimagining SP Methodology","year":2020,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","authors":[{"name":"Lou Clark","is_ca":false},{"name":"Grant Cloyd","is_ca":true},{"name":"F. Shawn Galin","is_ca":false},{"name":"Holly A. Gerzina","is_ca":false},{"name":"Kathy A. Herzberger","is_ca":false},{"name":"Robert MacAulay","is_ca":false},{"name":"Shirley McAdam","is_ca":false},{"name":"Catherine Nicholas","is_ca":false},{"name":"Emma Vick","is_ca":false},{"name":"Tamara Owens","is_ca":false},{"name":"Christine Park","is_ca":false},{"name":"Leanne Picketts","is_ca":true},{"name":"Michelle Mc Convey Castleberry","is_ca":false},{"name":"Gayle Gliva‐McConvey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3320695898573863,"gpt":0.4515599083478554,"spread":0.1194903184904691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002466091,0.0007267384,0.001478871,0.0005811079,0.000300014,0.00003243073,0.0001765491,0.001048747,0.0009811234],"category_scores_gemma":[0.0003505954,0.0007271093,0.0003803281,0.00018842,0.0001763136,0.0001157712,0.0001014443,0.002026827,0.0007753565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009245936,"about_ca_system_score_gemma":0.001936152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679517,"about_ca_topic_score_gemma":0.00001035348,"domain_scores_codex":[0.995677,0.0003274325,0.001441257,0.00124175,0.0007918304,0.0005207481],"domain_scores_gemma":[0.9906858,0.002908572,0.0008928717,0.001046225,0.003685014,0.0007815313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006391359,0.0002676445,0.06095659,0.03073275,0.002128282,0.001031769,0.01656165,0.1381786,0.0005141788,0.4399249,0.02522038,0.2780919],"study_design_scores_gemma":[0.004182575,0.001869691,0.03756836,0.003996746,0.0009644549,0.0002255798,0.001001322,0.09032247,0.00007814157,0.0693728,0.788142,0.002275915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006660307,0.04287589,0.04877692,0.4851836,0.02932791,0.02821894,0.001111358,0.006545603,0.3512995],"genre_scores_gemma":[0.8918393,0.0003158428,0.01777786,0.0292753,0.005623286,0.00007927771,0.004174876,0.0005560599,0.05035821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.885179,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245287541","doi":"10.1007/978-3-030-46812-5","title":"Comprehensive Healthcare Simulation: Program &amp; Center Development","year":2020,"lang":"en","type":"book","venue":"Comprehensive healthcare simulation","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Center (category theory); Key (lock); Health care; Process (computing); Computer science; Process management; Engineering management; Engineering; Political science; Programming language; Chemistry; Computer security","authors":[{"name":"Michael Seropian","is_ca":false},{"name":"George R. Keeler","is_ca":false},{"name":"Viren N. Naik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.676466754261395,"gpt":0.6428800727420495,"spread":0.03358668151934552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0008033481,0.001640507,0.002434053,0.0009418686,0.003931431,0.0001170572,0.00101271,0.001949318,0.001129074],"category_scores_gemma":[0.000699365,0.001781528,0.0004109466,0.001145868,0.0003647101,0.0005631053,0.0006894191,0.004341612,0.007125231],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005087818,"about_ca_system_score_gemma":0.01238182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000285416,"about_ca_topic_score_gemma":0.001050223,"domain_scores_codex":[0.9823588,0.003850001,0.005479391,0.002557442,0.002785383,0.002968946],"domain_scores_gemma":[0.9763106,0.008114343,0.003625186,0.001722326,0.007935268,0.002292322],"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":[0.001997117,0.0005733651,0.01201023,0.07005045,0.0008418946,0.000164507,0.1303815,0.1032525,0.00004079532,0.006508837,0.3677211,0.3064577],"study_design_scores_gemma":[0.002461586,0.0003727185,0.006999291,0.00189897,0.0000456237,0.000004654935,0.0007924655,0.01107351,0.000001292132,0.001103546,0.9739692,0.001277141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03419354,0.01518244,0.07332358,0.4258872,0.05192344,0.2289356,0.01483716,0.02300431,0.1327128],"genre_scores_gemma":[0.2793823,0.001161685,0.03016903,0.4156058,0.01511222,0.006300941,0.02968365,0.001849636,0.2207348],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6062481,"threshold_uncertainty_score":0.9997841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2480151864","doi":"10.1007/978-3-319-24187-6_19","title":"Simulation for Pediatric Critical Care Medicine and Transport","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Extracorporeal membrane oxygenation; Task (project management); Health care; Pediatric intensive care unit; Medicine; Medical emergency; Intensive care; Intensive care medicine; Nursing; Engineering; Anesthesia; Systems engineering","authors":[{"name":"Jonathan P. Duff","is_ca":true},{"name":"Matthew S. Braga","is_ca":false},{"name":"Melinda Hamilton","is_ca":false},{"name":"Nancy M. Tofil","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1388121493989319,"gpt":0.4368758948506181,"spread":0.2980637454516862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001900392,0.0007554773,0.001234824,0.0008358761,0.0004721493,0.00001636923,0.0001082321,0.001132182,0.0003781801],"category_scores_gemma":[0.0005778069,0.0006885193,0.0002792825,0.0001280789,0.0003045853,0.0001745831,0.0000286165,0.0005901208,0.00004076061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007767161,"about_ca_system_score_gemma":0.0009516696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000423429,"about_ca_topic_score_gemma":0.00001389623,"domain_scores_codex":[0.9957491,0.00008704041,0.001547947,0.001211759,0.0008258405,0.0005782698],"domain_scores_gemma":[0.9817139,0.008560142,0.0005633852,0.0007798186,0.007664363,0.0007184125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01117901,0.0002645472,0.1841439,0.1333684,0.0006251964,0.0001360091,0.02830558,0.2103936,0.00005900734,0.2875543,0.001882306,0.1420881],"study_design_scores_gemma":[0.04391557,0.01222909,0.2202468,0.01834365,0.007742262,0.000109543,0.005278587,0.2276845,0.0000180184,0.112415,0.3451754,0.0068415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07234115,0.277362,0.1859707,0.2396369,0.03296644,0.09828051,0.00853319,0.00561743,0.07929166],"genre_scores_gemma":[0.9817944,0.0003403448,0.0008647536,0.002581501,0.005066408,0.0001442977,0.001989581,0.0002614789,0.006957205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9094533,"threshold_uncertainty_score":0.9995566,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2907097835","doi":"10.1007/978-3-319-98276-2_11","title":"Use of Simulation in High-Stakes Summative Assessments in Surgery","year":2019,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Summative assessment; Credentialing; Certification; Competence (human resources); Engineering ethics; Board certification; Medical education; Computer science; Formative assessment; Psychology; Medicine; Engineering; Pedagogy; Political science; Social psychology","authors":[{"name":"Sandra de Montbrun","is_ca":true},{"name":"Ajit K. Sachdeva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2632728364425229,"gpt":0.4102639749944201,"spread":0.1469911385518973,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002459415,0.0004360405,0.001474842,0.001181866,0.00003803067,0.00002024372,0.00005711654,0.0006573242,0.0002355112],"category_scores_gemma":[0.0003041596,0.0004580106,0.0002374469,0.0002515805,0.00007411286,0.0002829403,0.00004499437,0.0006982614,0.00003872598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005279345,"about_ca_system_score_gemma":0.0004336422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004121891,"about_ca_topic_score_gemma":0.0002456199,"domain_scores_codex":[0.996652,0.0002001015,0.001524181,0.0006025269,0.0006820362,0.0003391173],"domain_scores_gemma":[0.9913006,0.006288718,0.0008061457,0.0004489059,0.00101087,0.00014479],"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":[0.001002042,0.00008093134,0.08626,0.0009243711,0.00006578406,0.00004816944,0.0002817202,0.8743819,0.000008060647,0.004381806,0.000008282787,0.03255691],"study_design_scores_gemma":[0.003717904,0.0002613641,0.4070337,0.004707172,0.00006739553,0.000001808992,0.0001038507,0.5638328,0.000008910286,0.002100383,0.01762242,0.0005423204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754528,0.001194499,0.001710757,0.0006457001,0.001307259,0.005667198,0.0002242665,0.0001886427,0.01360892],"genre_scores_gemma":[0.9935924,0.0001066912,0.0001941289,0.0004599909,0.00009885637,0.000007506293,0.001237036,0.00008689422,0.004216511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3207737,"threshold_uncertainty_score":0.9997872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392848","doi":"10.1007/978-3-031-65742-9_10","title":"Working with Volunteer Older Adult Simulated Participants","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Baycrest Hospital; Sheridan College; University of Toronto","funders":"","keywords":"Volunteer; Psychology; Gerontology; Medicine; Biology","authors":[{"name":"Lisa Guttman Sokoloff","is_ca":true},{"name":"Cathy M. Smith","is_ca":true},{"name":"A. Bellot","is_ca":false},{"name":"Sheng-Po Kao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1428538091818289,"gpt":0.4115137556953884,"spread":0.2686599465135595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001677603,0.0007764706,0.0010926,0.0004920427,0.000833565,0.00004595656,0.0001979782,0.001294854,0.0007367523],"category_scores_gemma":[0.0000584058,0.0006750413,0.0002347642,0.0002339416,0.000118509,0.0001074699,0.0001501804,0.002275641,0.001872274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000790709,"about_ca_system_score_gemma":0.0006489246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003913118,"about_ca_topic_score_gemma":0.000790628,"domain_scores_codex":[0.9955918,0.0001953027,0.001263547,0.001066151,0.0007574958,0.001125668],"domain_scores_gemma":[0.9941742,0.001257929,0.0006947264,0.0008234141,0.002643573,0.0004061319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009433294,0.0003825164,0.02484474,0.03708886,0.004982574,0.001990882,0.1245035,0.2353553,0.00009700246,0.2743147,0.1278434,0.1591633],"study_design_scores_gemma":[0.002962617,0.0005769123,0.007218967,0.02314804,0.0009985558,0.000007626035,0.002842042,0.03733441,0.000002602453,0.01725484,0.9056914,0.001961916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1350034,0.05859942,0.002930659,0.02750503,0.06121096,0.03134261,0.0008827019,0.008257041,0.6742682],"genre_scores_gemma":[0.7132761,0.0001491738,0.00007688125,0.00133601,0.001550907,0.00004055525,0.0005740504,0.0002967053,0.2826996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7778481,"threshold_uncertainty_score":0.9995701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392867","doi":"10.1007/978-3-031-65742-9_1","title":"A Focus on Older Adults as Simulated Participants","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Focus (optics); Psychology; Gerontology; Medicine","authors":[{"name":"Cathy M. Smith","is_ca":true},{"name":"Nemat Alsaba","is_ca":false},{"name":"Debra Nestel","is_ca":false},{"name":"Lisa Guttman Sokoloff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08680449337143822,"gpt":0.4031678062678329,"spread":0.3163633128963946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001693442,0.001049216,0.001334082,0.001031448,0.0003237872,0.0000752946,0.0001790659,0.001423559,0.001632997],"category_scores_gemma":[0.0001695948,0.00107142,0.0004902866,0.0002987416,0.0001453042,0.0001132753,0.00008514982,0.00183613,0.005282513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587067,"about_ca_system_score_gemma":0.001521381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004936532,"about_ca_topic_score_gemma":0.00003651951,"domain_scores_codex":[0.9942439,0.0001176089,0.001685442,0.001670502,0.001352133,0.000930457],"domain_scores_gemma":[0.9913396,0.001853985,0.0006362504,0.001496938,0.003650424,0.001022827],"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":[0.01652895,0.001239187,0.01165223,0.03670539,0.002715446,0.002124311,0.02581405,0.4912853,0.00004145753,0.2659068,0.009813992,0.136173],"study_design_scores_gemma":[0.01563073,0.008444764,0.05772956,0.07708737,0.002677257,0.000208285,0.002335686,0.5156838,0.0002226876,0.1549276,0.1593235,0.005728665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5048252,0.04825839,0.0002514363,0.09345276,0.02305166,0.04153516,0.001594533,0.007126551,0.2799043],"genre_scores_gemma":[0.916218,0.0001470528,0.00005306971,0.005399786,0.001620001,0.00007220067,0.00152199,0.0004175967,0.07455035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4113927,"threshold_uncertainty_score":0.9998728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047144587","doi":"10.1007/978-3-030-46812-5_13","title":"Faculty and Staff Development","year":2020,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Mentorship; Reputation; Scholarship; Quality (philosophy); Investment (military); Center (category theory); Engineering; Key (lock); Curriculum; Medical education; Engineering management; Public relations; Pedagogy; Engineering ethics; Business; Management; Political science; Sociology; Computer science; Medicine","authors":[{"name":"Glenn Posner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1578845705553053,"gpt":0.3951022625526754,"spread":0.2372176919973701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007711743,0.0005786523,0.0008741031,0.0003164693,0.0003302361,0.00003667318,0.00008548274,0.0006537974,0.0002688953],"category_scores_gemma":[0.00006665807,0.0006254276,0.0001264122,0.00009844617,0.00010615,0.00008763409,0.00008744157,0.000835473,0.000264964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007964179,"about_ca_system_score_gemma":0.001679398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004887121,"about_ca_topic_score_gemma":0.00001375438,"domain_scores_codex":[0.9969159,0.00005689313,0.001034037,0.0009148355,0.0007259535,0.000352316],"domain_scores_gemma":[0.9953617,0.0004890973,0.0005107062,0.0005018795,0.002387302,0.0007492693],"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":[0.004248333,0.0004963995,0.07535464,0.04798981,0.002130251,0.0004903927,0.04534979,0.04015211,0.0001229502,0.1278023,0.01716609,0.638697],"study_design_scores_gemma":[0.002760029,0.0008973171,0.08196133,0.002699058,0.0002630714,0.00005421046,0.001035003,0.02017905,0.00004254521,0.004653681,0.8840824,0.001372245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3100748,0.0742221,0.01141288,0.2596193,0.01639883,0.06376916,0.003760902,0.008543516,0.2521985],"genre_scores_gemma":[0.9623188,0.000111819,0.003096252,0.004946023,0.0009387117,0.00004683299,0.005870375,0.0002022014,0.022469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8669164,"threshold_uncertainty_score":0.9996197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250876438","doi":"10.1007/978-3-319-24187-6_30","title":"Simulation Research","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Computer science; Management science; Outcome (game theory); Research design; Engineering","authors":[{"name":"David Kessler","is_ca":false},{"name":"Marc Auerbach","is_ca":false},{"name":"Todd P. Chang","is_ca":false},{"name":"Yiqun Lin","is_ca":true},{"name":"Adam Cheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3117819795197416,"gpt":0.4998483330313073,"spread":0.1880663535115658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006281096,0.000752553,0.001124582,0.001594369,0.0007477147,0.00006283431,0.0002337315,0.001548682,0.001814815],"category_scores_gemma":[0.0005067014,0.0007194357,0.0003750175,0.0003093518,0.0003597441,0.0002276715,0.0001284703,0.001810961,0.002208259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002698896,"about_ca_system_score_gemma":0.002262573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007989373,"about_ca_topic_score_gemma":0.00001485952,"domain_scores_codex":[0.9934746,0.0003787033,0.001603131,0.001429083,0.002165883,0.0009486123],"domain_scores_gemma":[0.9747963,0.007918891,0.0006986377,0.00174423,0.01402394,0.0008180162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003217581,0.0002890212,0.01675661,0.009534881,0.0006086741,0.000186653,0.004549586,0.5826045,0.000148857,0.2103729,0.005378396,0.1663524],"study_design_scores_gemma":[0.00410879,0.001609821,0.02558009,0.008327414,0.0002728261,0.00002889551,0.0003222969,0.1659409,0.00003297386,0.07692534,0.7150639,0.001786678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.030236,0.04690301,0.01825806,0.1155595,0.0195138,0.04864847,0.001844754,0.005295396,0.713741],"genre_scores_gemma":[0.8470039,0.0001575692,0.0003346218,0.001903655,0.003137584,0.0000759673,0.0009300546,0.0003104381,0.1461462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8167679,"threshold_uncertainty_score":0.9997475,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117967352","doi":"10.1007/978-3-032-03947-7_4","title":"Embedding EDI into a National Virtual Simulation Program for Nursing, Medical Laboratory Technology, Paramedicine, Sonography, and Respiratory Therapy Students","year":2025,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa Skills and Simulation Centre; Canadian Institutes of Health Research; University of Ottawa","funders":"","keywords":"Inclusion (mineral); General partnership; Curriculum; Working group; Work (physics); Virtual Laboratory; Medical laboratory; Health care","authors":[{"name":"Amy Nakajima","is_ca":true},{"name":"Marilyne Tremblay","is_ca":true},{"name":"Joëlle Deschambault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06592555110190568,"gpt":0.4829110054319309,"spread":0.4169854543300253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007526551,0.0008185484,0.001209295,0.002226121,0.0007676719,0.00008535762,0.0002958955,0.00214803,0.0000924811],"category_scores_gemma":[0.0008262184,0.0008770554,0.000255863,0.0005831293,0.0007071731,0.0002061557,0.00009416434,0.001395727,0.00001044646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348865,"about_ca_system_score_gemma":0.004378241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000270729,"about_ca_topic_score_gemma":0.00001143244,"domain_scores_codex":[0.9938859,0.0001802893,0.001673209,0.001336988,0.002258786,0.0006648259],"domain_scores_gemma":[0.9857373,0.002955855,0.0008722792,0.0006979539,0.009100854,0.0006357644],"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":[0.003597012,0.001230263,0.05446491,0.0057228,0.001178012,0.00003291648,0.004076928,0.06693308,0.00003501081,0.04594069,0.006489069,0.8102993],"study_design_scores_gemma":[0.01585711,0.006964383,0.03775708,0.0193768,0.0005755945,0.00001952021,0.002133301,0.5252635,0.00002871036,0.03244187,0.3574243,0.002157874],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4711182,0.1693493,0.05797767,0.1210911,0.02592498,0.1300263,0.002453694,0.01109783,0.01096098],"genre_scores_gemma":[0.9815074,0.0005336,0.002566323,0.008570756,0.002217245,0.0008455971,0.001788547,0.0002116209,0.001758906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8081414,"threshold_uncertainty_score":0.999368,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117962657","doi":"10.1007/978-3-032-03947-7_1","title":"Why Do We Need This Simulation Textbook?","year":2025,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa Skills and Simulation Centre; University of Ottawa","funders":"","keywords":"Context (archaeology); Health professionals; Health care; Diversity (politics); Focus (optics); Key (lock)","authors":[{"name":"Jennifer A. Calzada","is_ca":false},{"name":"Amy Nakajima","is_ca":true},{"name":"Jamie M. Robertson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08132622439814466,"gpt":0.3884263108627226,"spread":0.3071000864645779,"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":[0.0002421693,0.001154088,0.001643117,0.001649637,0.0006377801,0.0001057357,0.0002771583,0.001852758,0.002959789],"category_scores_gemma":[0.0002704279,0.00129444,0.0005985395,0.0004261163,0.0002025705,0.00025644,0.0001365837,0.001749107,0.000581569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137189,"about_ca_system_score_gemma":0.002329842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003552644,"about_ca_topic_score_gemma":0.00003296188,"domain_scores_codex":[0.9938235,0.0002476083,0.002121369,0.001592862,0.001429288,0.0007853177],"domain_scores_gemma":[0.985153,0.003685966,0.001187251,0.001898564,0.007370405,0.0007047987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002135007,0.0002471324,0.008115396,0.01378688,0.0007442336,0.00008626567,0.004043187,0.7151427,0.00003388863,0.05183364,0.06876022,0.1350714],"study_design_scores_gemma":[0.002077866,0.0004527326,0.002798553,0.005924112,0.0004518819,0.00001313589,0.0002983762,0.1953342,0.00001086338,0.01198109,0.7796254,0.001031743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004566492,0.1210717,0.02661512,0.3265104,0.02656197,0.0479975,0.002235232,0.006777086,0.4376644],"genre_scores_gemma":[0.7552179,0.001157548,0.00117357,0.02797783,0.002768581,0.0001351458,0.00349539,0.0004100487,0.207664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7506514,"threshold_uncertainty_score":0.9994431,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404417103","doi":"10.1007/978-3-031-65742-9_35","title":"Looking to the Future of Older Adults as Simulated Participants","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Gerontology; Psychology; Medicine","authors":[{"name":"Nemat Alsaba","is_ca":false},{"name":"Debra Nestel","is_ca":false},{"name":"Cathy M. Smith","is_ca":true},{"name":"Lisa Guttman Sokoloff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07766408261597162,"gpt":0.4257554289565527,"spread":0.348091346340581,"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":[0.0002118862,0.0004130523,0.0006303069,0.0003114426,0.0001961983,0.00002605363,0.0003291396,0.0007700835,0.0009344291],"category_scores_gemma":[0.00003343375,0.0003249317,0.0002008645,0.0001445075,0.0001262231,0.00003367278,0.0001713096,0.001119351,0.002338775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214,"about_ca_system_score_gemma":0.0001365978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003482764,"about_ca_topic_score_gemma":0.0002981906,"domain_scores_codex":[0.9971916,0.0001918417,0.000706017,0.0007972052,0.0004902281,0.0006230903],"domain_scores_gemma":[0.9967338,0.0007395342,0.0002698872,0.0009465967,0.001071039,0.0002390704],"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":[0.004129922,0.0001836294,0.00106833,0.003477615,0.002132729,0.0006139821,0.09307024,0.06230121,0.00000938165,0.3761432,0.01947028,0.4373995],"study_design_scores_gemma":[0.002726405,0.001683155,0.01628238,0.006374923,0.0005078351,0.00006198206,0.007822726,0.02988862,0.00001486221,0.02548578,0.9075049,0.001646485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.315079,0.2121927,0.001020502,0.06319907,0.02810044,0.01614883,0.0008113845,0.001427299,0.3620208],"genre_scores_gemma":[0.871167,0.00003502431,0.0000109126,0.001350924,0.0009915348,0.00002383614,0.0001220706,0.0001015471,0.1261972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8880346,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477711314","doi":"10.1007/978-3-319-24187-6_29","title":"Simulation Research Program Development","year":2016,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Development (topology); Computer science; Mathematics","authors":[{"name":"Yuko Shiima","is_ca":false},{"name":"Jordan Duval‐Arnould","is_ca":false},{"name":"Adam Dubrowski","is_ca":true},{"name":"Elizabeth A. Hunt","is_ca":false},{"name":"Akira Nishisaki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3215591510147146,"gpt":0.5108155483189022,"spread":0.1892563973041876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006656916,0.0007932635,0.00107568,0.001486552,0.000895144,0.00007711018,0.0002374667,0.001408467,0.0009980324],"category_scores_gemma":[0.0005493278,0.0007521852,0.0002779149,0.0003225718,0.0003085718,0.0002014086,0.0001442237,0.001618453,0.001644456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003401486,"about_ca_system_score_gemma":0.005118674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003812772,"about_ca_topic_score_gemma":0.00001834925,"domain_scores_codex":[0.9930686,0.0003201386,0.001834428,0.00145365,0.002289932,0.001033284],"domain_scores_gemma":[0.9784573,0.004778991,0.000725505,0.001426055,0.01350729,0.001104808],"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":[0.001625475,0.000431334,0.01015244,0.007382644,0.0004634866,0.00009266834,0.004129873,0.166639,0.00003656821,0.03346777,0.002297897,0.7732809],"study_design_scores_gemma":[0.002310915,0.00111323,0.0196476,0.005650393,0.0001151862,0.0000145919,0.0002218145,0.06312502,0.0000362134,0.01004576,0.8965541,0.001165258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08225006,0.04045184,0.01978437,0.1133219,0.02277163,0.1367919,0.00101936,0.01338863,0.5702204],"genre_scores_gemma":[0.8844918,0.00008757212,0.002802363,0.001615689,0.002312879,0.0003494024,0.001555302,0.0003481657,0.1064368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8942561,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392844","doi":"10.1007/978-3-031-65742-9_13","title":"Innovations in Older Adult Simulated Participant Methodology","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; University of Toronto","funders":"","keywords":"Psychology; Computer science","authors":[{"name":"Lisa Guttman Sokoloff","is_ca":true},{"name":"Jordan A. Holmes","is_ca":true},{"name":"Lisa Krinsky","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2662019831228972,"gpt":0.4214211936001499,"spread":0.1552192104772527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002914122,0.0004443154,0.0006896603,0.0008306135,0.000145929,0.0001353775,0.0004985348,0.0006160097,0.00004035258],"category_scores_gemma":[0.0001899763,0.0004588281,0.0001325467,0.0006100386,0.00008542796,0.0002953329,0.0003091063,0.0008661562,0.0003703817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217026,"about_ca_system_score_gemma":0.000357266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003198516,"about_ca_topic_score_gemma":0.0002383688,"domain_scores_codex":[0.9968742,0.0001540101,0.001123434,0.0009483205,0.0004028016,0.0004972183],"domain_scores_gemma":[0.9956975,0.001155373,0.0003650553,0.001093375,0.001488844,0.0001998671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001095093,0.00002553005,0.00001186109,0.0002003186,0.00004166962,0.00002000333,0.0009989071,0.07250845,0.00003221689,0.9033281,0.000202729,0.02261925],"study_design_scores_gemma":[0.0004287997,0.0001492844,0.001782043,0.0005572095,0.00003699553,0.000008788974,0.00004359752,0.5918986,0.00001405299,0.3419825,0.06255589,0.0005423098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006543776,0.00746232,0.859348,0.04780856,0.003721582,0.007653556,0.0003352596,0.00221053,0.06491644],"genre_scores_gemma":[0.9691879,0.0002328609,0.005728265,0.004146595,0.0002400503,0.00005303537,0.0003569697,0.0001015848,0.01995276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9626441,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404416836","doi":"10.1007/978-3-031-65742-9_28","title":"Providing End-of-Life Care for an Older Adult in the Emergency Department","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"","keywords":"Emergency department; End-of-life care; Gerontology; Medical emergency; Medicine; Nursing; Palliative care","authors":[{"name":"Alice Gray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.205053684962727,"gpt":0.45866011463824,"spread":0.2536064296755129,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001077552,0.0003747975,0.0008284221,0.0002986112,0.00007557284,0.00000862749,0.0001395052,0.0003528692,0.00004296963],"category_scores_gemma":[0.0001335269,0.0002963082,0.0003005486,0.0001020722,0.00006610799,0.00007520302,0.00003989804,0.0003719731,0.000008110491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217038,"about_ca_system_score_gemma":0.0003755975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002346375,"about_ca_topic_score_gemma":0.0006348404,"domain_scores_codex":[0.9977108,0.00006824618,0.0009607347,0.0005001492,0.0004941789,0.0002659275],"domain_scores_gemma":[0.9964705,0.0004432862,0.0004077453,0.0004885505,0.00206003,0.000129883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005048939,0.0006218054,0.04253939,0.1568515,0.001911811,0.0001729621,0.196822,0.01861541,0.0005036062,0.3485252,0.005080757,0.2233067],"study_design_scores_gemma":[0.005677643,0.005433292,0.0116468,0.02948417,0.001382253,0.00001127493,0.02299077,0.02074843,0.0003686481,0.02241839,0.8783207,0.001517634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3277283,0.506057,0.003497717,0.01136974,0.008296922,0.04458954,0.004633401,0.0005783445,0.09324903],"genre_scores_gemma":[0.9914534,0.002286497,0.0005372235,0.0006673962,0.0006220198,0.0001341928,0.002042245,0.0001002966,0.002156728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8732399,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392914","doi":"10.1007/978-3-031-65742-9_4","title":"Training Older Adult Simulated Participants for Role Portrayal","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Training (meteorology); Psychology; Applied psychology; Medical education; Medicine; Geography","authors":[{"name":"Leanne Picketts","is_ca":true},{"name":"Anne Woll","is_ca":false},{"name":"Claudia Schlegel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1696731215797375,"gpt":0.4239645049712331,"spread":0.2542913833914955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002150395,0.0008883654,0.001359028,0.0007094903,0.000383786,0.000071683,0.0001482522,0.001282604,0.0006407933],"category_scores_gemma":[0.0001943736,0.000963508,0.0005684271,0.0001717897,0.0001367008,0.0001360452,0.00005116123,0.00113735,0.0003431642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008865297,"about_ca_system_score_gemma":0.001522282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001453802,"about_ca_topic_score_gemma":0.00003966609,"domain_scores_codex":[0.9949158,0.0000551717,0.001826763,0.001378591,0.0008565897,0.0009670249],"domain_scores_gemma":[0.9899365,0.001732911,0.00068532,0.0009627091,0.005838576,0.0008440326],"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":[0.003860917,0.0003267762,0.008215055,0.02754096,0.002274303,0.0002606813,0.0308217,0.5367711,0.0001933018,0.2563452,0.002031176,0.1313588],"study_design_scores_gemma":[0.005351358,0.00166533,0.01151504,0.01093329,0.00184229,0.00006831346,0.003318104,0.7493415,0.00006245606,0.0709877,0.142599,0.002315522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3517036,0.09950151,0.009094319,0.118045,0.05029625,0.1132789,0.009592745,0.01427911,0.2342086],"genre_scores_gemma":[0.9442144,0.00008815253,0.0006094287,0.003809784,0.002096166,0.0001298152,0.003649788,0.0004493095,0.04495313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5925108,"threshold_uncertainty_score":0.9992815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392257914","doi":"10.1007/978-3-031-31090-4_44","title":"The Future of Simulation","year":2023,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Michener Institute","funders":"","keywords":"Computer science","authors":[{"name":"Ann Russell","is_ca":true},{"name":"Jordan Holmes","is_ca":true},{"name":"Nancy McNaughton","is_ca":true},{"name":"Kerry Knickle","is_ca":true},{"name":"Juanita Richardson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09529472669609977,"gpt":0.3976007104384199,"spread":0.3023059837423202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002960433,0.0005582827,0.0008965801,0.0004841779,0.0005838996,0.0000333054,0.000204748,0.0009491473,0.0001323422],"category_scores_gemma":[0.000139129,0.0004807253,0.0003960279,0.0002913831,0.0002190219,0.00009572006,0.00007545526,0.0009808672,0.0002668176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006195792,"about_ca_system_score_gemma":0.00120091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006557959,"about_ca_topic_score_gemma":0.00005349798,"domain_scores_codex":[0.9959255,0.0001435613,0.001608837,0.0006999261,0.001154504,0.0004676953],"domain_scores_gemma":[0.9864818,0.00461366,0.001231081,0.001323931,0.00602182,0.0003276466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001017551,0.00005033067,0.005132369,0.003992314,0.0003256128,0.00001920864,0.00149456,0.801864,0.00001432947,0.08550012,0.00198527,0.0986043],"study_design_scores_gemma":[0.002357092,0.0009687764,0.07193632,0.003156541,0.0004763491,0.00001637311,0.001475152,0.3238393,0.0000197397,0.04335979,0.5512892,0.001105312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07567751,0.2251821,0.01354733,0.290141,0.1204988,0.09030428,0.004207549,0.01115367,0.1692878],"genre_scores_gemma":[0.9218187,0.001112613,0.0001641955,0.001147545,0.003350214,0.00005004052,0.001527225,0.000289157,0.07054035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8461412,"threshold_uncertainty_score":0.9997644,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404416812","doi":"10.1007/978-3-031-65742-9_30","title":"Goals of Care Discussions at End-of-Life with Families and Caregivers of Older Adults","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; The Wilson Centre; University of Toronto","funders":"","keywords":"Psychology; Gerontology; Nursing; Medicine","authors":[{"name":"Kerry Knickle","is_ca":false},{"name":"Nancy McNaughton","is_ca":true},{"name":"Anita Singh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0727023624600729,"gpt":0.3807987788852199,"spread":0.308096416425147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003513153,0.0003950834,0.001428399,0.0004054195,0.00005057962,0.000002582299,0.00007878873,0.0003649419,0.00006481537],"category_scores_gemma":[0.00006495937,0.000297656,0.0002313706,0.0001108752,0.0004745495,0.00005094661,0.000119358,0.0002816705,0.000002676419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528759,"about_ca_system_score_gemma":0.0003202025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005363774,"about_ca_topic_score_gemma":0.0003612813,"domain_scores_codex":[0.9978957,0.00004356685,0.0008349189,0.000462013,0.0005737934,0.0001900632],"domain_scores_gemma":[0.9957004,0.000558608,0.000733979,0.000452166,0.002362251,0.0001926058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0188436,0.0002765158,0.1702337,0.3014674,0.004874364,0.0002264424,0.3456265,0.01079966,0.001546865,0.04267592,0.001350366,0.1020787],"study_design_scores_gemma":[0.02238909,0.01373521,0.1437504,0.4184053,0.005968329,0.00004341306,0.1879318,0.003945235,0.007988972,0.002355433,0.1902237,0.00326308],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7759939,0.1896495,0.0001072615,0.0009056363,0.0005902986,0.003425641,0.002828233,0.00009682355,0.02640272],"genre_scores_gemma":[0.9898778,0.005098314,0.0002998848,0.00006206337,0.00008753991,0.000007681115,0.0006392868,0.0000711576,0.003856285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2138839,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117996073","doi":"10.1007/978-3-032-03947-7_2","title":"A Brief History of Access to Healthcare Education","year":2025,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa Skills and Simulation Centre; University of Ottawa","funders":"","keywords":"Health care; Demographics; Timeline; Diversity (politics); Workforce; Health professionals; Burnout","authors":[{"name":"Jennifer A. Calzada","is_ca":false},{"name":"Amy Nakajima","is_ca":true},{"name":"Jamie M. Robertson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1455888183355382,"gpt":0.4020900009143734,"spread":0.2565011825788353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003262164,0.0002652646,0.0005812523,0.0005634731,0.0002747195,0.00003650548,0.0006570027,0.0005400878,0.000331684],"category_scores_gemma":[0.0002209433,0.000333251,0.0001582882,0.0001586118,0.0002717235,0.0002056263,0.0002185207,0.0004319861,0.00003331106],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002866712,"about_ca_system_score_gemma":0.006960962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118596,"about_ca_topic_score_gemma":0.003778314,"domain_scores_codex":[0.9973173,0.0002014286,0.0005392884,0.0005099697,0.001121116,0.0003109173],"domain_scores_gemma":[0.9949002,0.000391269,0.0004489011,0.0004634811,0.003429813,0.0003663921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001801791,0.00005710284,0.0007576107,0.002389637,0.00006981724,0.000006011506,0.01805369,0.0008507741,0.000002773365,0.4461657,0.2187974,0.3126693],"study_design_scores_gemma":[0.0001734037,0.0001092099,0.001057629,0.001484074,0.00005412832,2.082541e-7,0.00159987,0.00004837464,6.198921e-7,0.006350741,0.9888833,0.0002385096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005216848,0.0193809,0.0005919819,0.04188208,0.01135615,0.003644675,0.0001816995,0.0002296128,0.9222112],"genre_scores_gemma":[0.1849386,0.001628376,0.0002441809,0.02944086,0.001530448,0.000031728,0.0005320042,0.00005473756,0.781599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7700858,"threshold_uncertainty_score":0.999912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392997","doi":"10.1007/978-3-031-65742-9_6","title":"Supporting Older Adult Simulated Participants to Provide Feedback to Learners","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Psychology; Computer science; Cognitive psychology; Mathematics education","authors":[{"name":"Cathy M. Smith","is_ca":true},{"name":"Nemat Alsaba","is_ca":false},{"name":"Debra Nestel","is_ca":false},{"name":"Lisa Guttman Sokoloff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09657625232394626,"gpt":0.4308334969781317,"spread":0.3342572446541854,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002964122,0.001022262,0.001426998,0.001304685,0.0003514236,0.0001248577,0.0002350017,0.001008027,0.0007810927],"category_scores_gemma":[0.0006024471,0.001104963,0.0003881583,0.0005802251,0.00008213089,0.0001502592,0.0001845869,0.001439156,0.004346212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004465,"about_ca_system_score_gemma":0.001804902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005318973,"about_ca_topic_score_gemma":0.0001151049,"domain_scores_codex":[0.9930145,0.000116171,0.002278446,0.001877429,0.001316564,0.001396888],"domain_scores_gemma":[0.9885217,0.001170561,0.0006307963,0.0013964,0.006189966,0.002090553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00171379,0.0001443669,0.01539468,0.01142578,0.0005578499,0.0002550505,0.01980618,0.8980041,0.0001698401,0.009372586,0.009454225,0.03370161],"study_design_scores_gemma":[0.006135757,0.004859602,0.06200562,0.0361375,0.00210474,0.00010168,0.008422578,0.3569254,0.0003288226,0.01299571,0.5038566,0.006126031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7075393,0.005394162,0.002149257,0.1788897,0.01485699,0.04951632,0.001079383,0.004998108,0.03557673],"genre_scores_gemma":[0.8714557,0.00002092825,0.0006027325,0.02025145,0.001472745,0.0001220548,0.001214237,0.000449714,0.1044104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5410787,"threshold_uncertainty_score":0.99914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404416617","doi":"10.1007/978-3-031-65742-9_25","title":"Recognizing and Responding to Sepsis and Delirium in an Older Adult Living in a Care Facility","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"","keywords":"Delirium; Sepsis; Psychology; Medicine; Intensive care medicine; Gerontology; Internal medicine","authors":[{"name":"Alice Gray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05030246279080043,"gpt":0.3564382603360686,"spread":0.3061357975452682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001530951,0.0005094214,0.0008279668,0.002511343,0.00009503881,0.00005709987,0.00005396661,0.00056246,0.00003165186],"category_scores_gemma":[0.00265301,0.0005785903,0.00008681903,0.0003193181,0.0000928054,0.0001532452,0.0001685935,0.001052053,0.00002510777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006497839,"about_ca_system_score_gemma":0.0001768086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003304032,"about_ca_topic_score_gemma":0.002805389,"domain_scores_codex":[0.9973276,0.00013856,0.0006919072,0.00110592,0.000320673,0.0004153174],"domain_scores_gemma":[0.9835739,0.000763932,0.0001249647,0.0003204801,0.0149121,0.0003046406],"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":[0.005429797,0.0001519309,0.2007987,0.03770008,0.0004164469,0.002478005,0.2172858,0.003840702,0.001408461,0.008815734,0.0006280156,0.5210463],"study_design_scores_gemma":[0.006739524,0.004055066,0.5878737,0.1199144,0.0007262063,0.0001801757,0.2083821,0.04078956,0.00007338529,0.006284063,0.02050385,0.00447804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682813,0.01134324,0.0001308079,0.006735742,0.0005229422,0.004400388,0.0003262036,0.0001516483,0.008107673],"genre_scores_gemma":[0.9760672,0.0002621218,0.000164222,0.02004901,0.0001007619,0.00003753497,0.000397093,0.00009913353,0.002822886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5165682,"threshold_uncertainty_score":0.9996666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392845","doi":"10.1007/978-3-031-65742-9_2","title":"Describing the Work of Older Adult Simulated Participants","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Work (physics); Psychology; Gerontology; Applied psychology; Engineering; Medicine; Mechanical engineering","authors":[{"name":"Cathy M. Smith","is_ca":true},{"name":"Nemat Alsaba","is_ca":false},{"name":"Debra Nestel","is_ca":false},{"name":"Lisa Guttman Sokoloff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2859439729612617,"gpt":0.4295496107325898,"spread":0.1436056377713282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002217892,0.0003988241,0.0006296762,0.0002417997,0.0002142222,0.00002866131,0.0002889461,0.0007319893,0.0008308127],"category_scores_gemma":[0.00009103344,0.0003123264,0.0002277527,0.0001531013,0.0003165896,0.00003793322,0.0001406946,0.001231848,0.0008795561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240513,"about_ca_system_score_gemma":0.0001398897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002536425,"about_ca_topic_score_gemma":0.00006923531,"domain_scores_codex":[0.997236,0.0002346403,0.0007858345,0.0006824391,0.0004307019,0.0006304439],"domain_scores_gemma":[0.9957947,0.001463031,0.0003366141,0.0008985003,0.001310994,0.0001961618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002226931,0.0002015243,0.004751462,0.00230086,0.003342416,0.0005059664,0.05065511,0.07027813,0.00001831836,0.6708942,0.01464024,0.1801848],"study_design_scores_gemma":[0.013404,0.004170724,0.08251143,0.04257451,0.004500316,0.0001835688,0.01593462,0.2366882,0.00009520806,0.2115829,0.3793704,0.008984111],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2313886,0.1296718,0.00247751,0.02668827,0.01752132,0.01164162,0.0005255796,0.001817883,0.5782675],"genre_scores_gemma":[0.8666457,0.00002811017,0.00001490398,0.0006661286,0.0002855151,0.0000168364,0.00009734132,0.00009977405,0.1321457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6352571,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404416658","doi":"10.1007/978-3-031-65742-9_32","title":"Counselling Family Members About an Older Adult’s Test Results and Treatment Plan","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College; Baycrest Hospital; University of Toronto","funders":"","keywords":"Test (biology); Psychology; Plan (archaeology); Gerontology; Medicine; History; Biology","authors":[{"name":"Lisa Guttman Sokoloff","is_ca":true},{"name":"Cathy M. Smith","is_ca":true},{"name":"Regina Jokel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1008304201324028,"gpt":0.3763774839631255,"spread":0.2755470638307227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001523544,0.0008768265,0.001061257,0.0006466089,0.0003830619,0.0001061945,0.0001008335,0.0009664657,0.0001135694],"category_scores_gemma":[0.00006222614,0.0008646051,0.0002073948,0.0001461259,0.0001692943,0.0001631874,0.00002289263,0.000830012,0.0001623689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359795,"about_ca_system_score_gemma":0.0009911606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009672118,"about_ca_topic_score_gemma":0.0002654096,"domain_scores_codex":[0.9956436,0.00008143958,0.001469972,0.001487222,0.0007747756,0.0005429792],"domain_scores_gemma":[0.9922575,0.002085577,0.0005691407,0.001055164,0.003215186,0.000817426],"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":[0.01265931,0.001833031,0.05619869,0.04294277,0.003216496,0.001654212,0.1335354,0.2670341,0.0003099639,0.1070886,0.009966765,0.3635607],"study_design_scores_gemma":[0.01202726,0.007528977,0.09152737,0.01886632,0.001911912,0.0002188676,0.00489577,0.4892066,0.00003525811,0.01249385,0.3579516,0.003336233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6519205,0.1237622,0.0004956218,0.04996923,0.01835364,0.03669063,0.01517636,0.005536654,0.09809515],"genre_scores_gemma":[0.9385006,0.003897906,0.0004017134,0.003706743,0.002282202,0.00009298015,0.008952619,0.0003445188,0.04182076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3602245,"threshold_uncertainty_score":0.9993805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392804","doi":"10.1007/978-3-031-65742-9_8","title":"Research Opportunities and Knowledge Translation: Saying “Yes” to Simulation Research for the Care of Older Adults","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Knowledge translation; Translation (biology); Psychology; Computer science; Knowledge management; Chemistry","authors":[{"name":"Eve Purdy","is_ca":false},{"name":"Savannah Forrester","is_ca":true},{"name":"Victoria Brazil","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5878054938293048,"gpt":0.5528437870019987,"spread":0.03496170682730615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001556026,0.0005123458,0.0008416752,0.002033209,0.001100275,0.00009649517,0.0002305117,0.0008355075,0.0001143706],"category_scores_gemma":[0.0003544001,0.000464203,0.0002497669,0.0005905028,0.0004550032,0.0001398761,0.0001446266,0.001618279,0.00005318361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026973,"about_ca_system_score_gemma":0.002206885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003319482,"about_ca_topic_score_gemma":0.0001586345,"domain_scores_codex":[0.9947447,0.0004113506,0.001404546,0.00112914,0.001586172,0.000724086],"domain_scores_gemma":[0.956142,0.02055345,0.0002742925,0.00105152,0.02147821,0.0005005309],"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":[0.00411239,0.0001250782,0.001026394,0.0564198,0.0004384142,0.00001937641,0.1649227,0.2095868,0.00002514917,0.08541131,0.002567508,0.475345],"study_design_scores_gemma":[0.003585855,0.002649694,0.01198095,0.02529817,0.0004970953,0.00001611949,0.07928488,0.4369475,0.00004847333,0.01115277,0.427433,0.001105521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0796202,0.5824445,0.008244725,0.14608,0.01049056,0.1074843,0.003250407,0.001244335,0.06114082],"genre_scores_gemma":[0.9809374,0.0007521983,0.0004218756,0.0003787058,0.001677861,0.0004700139,0.001037026,0.0002405749,0.01408438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9013172,"threshold_uncertainty_score":0.999781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404392882","doi":"10.1007/978-3-031-65742-9_14","title":"Creative Development Opportunities for Older Adult Simulated Participants","year":2024,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Baycrest Hospital","funders":"","keywords":"Psychology; Gerontology; Developmental psychology; Medicine","authors":[{"name":"Cathy M. Smith","is_ca":true},{"name":"Jamie Pitt","is_ca":false},{"name":"Tanya Tierney","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3619830726726736,"gpt":0.4649012532190121,"spread":0.1029181805463385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001879081,0.0005602115,0.0007690249,0.0004072984,0.0003444774,0.00004819103,0.0001933773,0.0008823943,0.0008978113],"category_scores_gemma":[0.0000563645,0.0005587215,0.000196145,0.00005189082,0.0001989945,0.00006081091,0.000102604,0.0007236309,0.0007341012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000321006,"about_ca_system_score_gemma":0.0004207777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009814761,"about_ca_topic_score_gemma":0.00009446948,"domain_scores_codex":[0.9968935,0.0001270689,0.0008459098,0.0009460201,0.0003756612,0.000811814],"domain_scores_gemma":[0.995585,0.001071361,0.0002950097,0.0005291916,0.002208483,0.0003110144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002130479,0.0001952345,0.0002212692,0.004089034,0.003682591,0.0006348038,0.04487733,0.007545657,0.000003243169,0.6057079,0.02265739,0.3082551],"study_design_scores_gemma":[0.003166231,0.0008869574,0.003390472,0.002961097,0.0004793747,0.00002330634,0.007903493,0.03290239,0.0000189407,0.0344626,0.9118157,0.001989435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04397004,0.03531088,0.008645321,0.01535934,0.01097048,0.01568382,0.001563715,0.002436826,0.8660596],"genre_scores_gemma":[0.4093946,0.00002977207,0.0001272533,0.0009582654,0.0003269935,0.0001475091,0.0009641421,0.0001477863,0.5879037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8891583,"threshold_uncertainty_score":0.9996864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}