{"meta":{"query_hash":"20e5883055a5","filters":{"venue":"Comprehensive healthcare simulation"},"cohort_total":31,"direct_labels_cover":0,"predictions_cover":31,"exported":31,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/20e5883055a5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Comprehensive+healthcare+simulation"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"","keywords":"Administration (probate law); Computer science; Political science; Law","score_opus":0.101761247868856,"score_gpt":0.4052237965406491,"score_spread":0.3034625486717931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2476809326","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24746984,0.049647767,0.12248197,0.22454813,0.020958468,0.07026668,0.004856981,0.0076381555,0.252132],"genre_scores_gemma":[0.9442878,0.00019811255,0.00081320567,0.002398451,0.0014768078,0.00006250542,0.0014723983,0.00018133878,0.049109407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99640965,0.00011785491,0.0012859048,0.0010215375,0.00074242865,0.00042263788],"domain_scores_gemma":[0.99224925,0.0018452955,0.00045894407,0.00087055354,0.003996578,0.0005793499],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015625151,0.0006566825,0.0008299081,0.00059627637,0.0005237784,0.000077731536,0.00009025684,0.00097407977,0.0006129549],"category_scores_gemma":[0.00019475908,0.00064108893,0.00019189777,0.00011295293,0.00019229429,0.0002968833,0.00005496354,0.00063140225,0.00025088433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019210012,0.0002142798,0.014637157,0.0055952403,0.0004909082,0.00008400625,0.002588293,0.66306907,0.00020216874,0.2003046,0.00057740626,0.11031587],"study_design_scores_gemma":[0.0057720197,0.0026786476,0.064385146,0.006120989,0.00082496775,0.00012343453,0.000380235,0.740295,0.00006719736,0.024621094,0.15210788,0.0026234156],"about_ca_topic_score_codex":0.00003859372,"about_ca_topic_score_gemma":0.00004469382,"teacher_disagreement_score":0.69681793,"about_ca_system_score_codex":0.0008133954,"about_ca_system_score_gemma":0.0014006152,"threshold_uncertainty_score":0.99960405},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Development (topology); Computer science; Mathematics","score_opus":0.3215591510147146,"score_gpt":0.5108155483189022,"score_spread":0.18925639730418758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477711314","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08225006,0.040451843,0.019784374,0.113321856,0.02277163,0.13679188,0.0010193596,0.013388631,0.57022035],"genre_scores_gemma":[0.8844918,0.000087572116,0.0028023634,0.0016156895,0.002312879,0.00034940237,0.0015553017,0.00034816575,0.10643685],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930686,0.00032013856,0.0018344278,0.0014536503,0.0022899325,0.001033284],"domain_scores_gemma":[0.97845733,0.004778991,0.000725505,0.0014260554,0.013507293,0.001104808],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006656916,0.0007932635,0.00107568,0.0014865517,0.000895144,0.00007711018,0.00023746667,0.001408467,0.0009980324],"category_scores_gemma":[0.00054932776,0.00075218524,0.00027791492,0.00032257184,0.00030857176,0.00020140859,0.00014422374,0.0016184531,0.0016444561],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016254751,0.00043133396,0.01015244,0.007382644,0.0004634866,0.00009266834,0.004129873,0.16663897,0.000036568214,0.033467773,0.0022978974,0.77328086],"study_design_scores_gemma":[0.0023109152,0.0011132298,0.019647596,0.005650393,0.00011518623,0.0000145919,0.00022181451,0.06312502,0.000036213398,0.010045756,0.89655405,0.0011652575],"about_ca_topic_score_codex":0.000038127724,"about_ca_topic_score_gemma":0.000018349252,"teacher_disagreement_score":0.8942561,"about_ca_system_score_codex":0.0034014857,"about_ca_system_score_gemma":0.005118674,"threshold_uncertainty_score":0.9999152},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.13881214939893194,"score_gpt":0.4368758948506181,"score_spread":0.2980637454516862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2480151864","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07234115,0.27736205,0.1859707,0.23963685,0.032966442,0.09828051,0.00853319,0.0056174304,0.079291664],"genre_scores_gemma":[0.9817944,0.00034034485,0.0008647536,0.0025815011,0.005066408,0.00014429771,0.0019895814,0.00026147888,0.0069572045],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957491,0.00008704041,0.0015479474,0.0012117594,0.00082584046,0.0005782698],"domain_scores_gemma":[0.9817139,0.0085601425,0.0005633852,0.00077981857,0.007664363,0.00071841246],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019003924,0.0007554773,0.0012348238,0.0008358761,0.00047214932,0.000016369231,0.000108232096,0.0011321821,0.00037818006],"category_scores_gemma":[0.0005778069,0.0006885193,0.00027928254,0.00012807891,0.00030458532,0.00017458308,0.000028616503,0.0005901208,0.000040760613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011179008,0.00026454718,0.18414392,0.13336837,0.00062519644,0.00013600905,0.028305577,0.21039364,0.000059007343,0.28755432,0.001882306,0.14208812],"study_design_scores_gemma":[0.043915566,0.012229092,0.22024678,0.018343648,0.007742262,0.00010954298,0.005278587,0.2276845,0.000018018396,0.112415045,0.34517545,0.0068415003],"about_ca_topic_score_codex":0.000042342897,"about_ca_topic_score_gemma":0.000013896227,"teacher_disagreement_score":0.9094533,"about_ca_system_score_codex":0.0007767161,"about_ca_system_score_gemma":0.00095166964,"threshold_uncertainty_score":0.9995566},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Children's Hospital","funders":"","keywords":"Debriefing; Subspecialty; Health care; Medicine; Medical education; Computer science; Family medicine; Political science","score_opus":0.09731929446570729,"score_gpt":0.4021211195446901,"score_spread":0.3048018250789828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2494802034","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.088635184,0.25142673,0.040776916,0.30481368,0.08321723,0.109809965,0.015001768,0.017322272,0.08899623],"genre_scores_gemma":[0.85346365,0.0013000937,0.0011702478,0.016966647,0.012717532,0.00030042982,0.009038185,0.00086162076,0.10418157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.98836994,0.00089653383,0.0034996276,0.0026769869,0.0027551684,0.0018017673],"domain_scores_gemma":[0.9686363,0.007584836,0.0023829865,0.002926032,0.016554156,0.0019157161],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00034105373,0.0019269832,0.0028532068,0.0018857371,0.0011321557,0.00013111997,0.0005358015,0.0029069271,0.00094062666],"category_scores_gemma":[0.0003697586,0.0019286359,0.00095087703,0.0010545604,0.00042674167,0.0004728211,0.0002635757,0.0026010468,0.0015856607],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0056422283,0.0009545486,0.091184825,0.06760209,0.0012086458,0.00058598025,0.00833425,0.6236319,0.000065676715,0.012113117,0.08622672,0.10245004],"study_design_scores_gemma":[0.007969492,0.002249971,0.06927744,0.006596165,0.00094238477,0.00013878781,0.0009350713,0.07016364,0.000016899796,0.01206966,0.82595235,0.003688154],"about_ca_topic_score_codex":0.0002712692,"about_ca_topic_score_gemma":0.000034665543,"teacher_disagreement_score":0.7648285,"about_ca_system_score_codex":0.0061349114,"about_ca_system_score_gemma":0.009616308,"threshold_uncertainty_score":0.99997264},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.04358104911540117,"score_gpt":0.3676435531455778,"score_spread":0.3240625040301766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497587967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6493272,0.062374115,0.05065385,0.052424684,0.051585574,0.062110703,0.0006799083,0.0058883973,0.06495557],"genre_scores_gemma":[0.9407667,0.000034635632,0.010162433,0.002737408,0.0010714033,0.00020644194,0.0024511418,0.00022987131,0.04233998],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948454,0.00016864123,0.0019574722,0.0012715537,0.0011298702,0.0006270445],"domain_scores_gemma":[0.98833233,0.0018322198,0.0012800092,0.0007371521,0.007089869,0.00072838925],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027915993,0.0009003822,0.0010627565,0.0009361775,0.0007128209,0.000060039965,0.00016021947,0.00093536114,0.00055688486],"category_scores_gemma":[0.0002075325,0.0008520771,0.00015959011,0.00017208746,0.00018062572,0.00022462584,0.00009838401,0.00078846083,0.00022448282],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008953303,0.0009889744,0.17792858,0.0137346685,0.00042646256,0.000028297887,0.010081571,0.07449819,0.00007476299,0.030862283,0.0011254149,0.68935543],"study_design_scores_gemma":[0.0060369084,0.00046722815,0.2510759,0.035223998,0.00034384485,0.000035051566,0.0010466527,0.103117906,0.000120689954,0.0058177975,0.59353036,0.0031836787],"about_ca_topic_score_codex":0.0000188148,"about_ca_topic_score_gemma":0.000021376301,"teacher_disagreement_score":0.68617177,"about_ca_system_score_codex":0.0016600114,"about_ca_system_score_gemma":0.010789745,"threshold_uncertainty_score":0.999393},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.08119409860879734,"score_gpt":0.37242104377533447,"score_spread":0.29122694516653713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499902190","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23531371,0.05813504,0.00585508,0.3028325,0.019558562,0.04866622,0.0027743801,0.005840017,0.32102445],"genre_scores_gemma":[0.928041,0.0002678138,0.0005007585,0.008592623,0.0017720462,0.00005399028,0.0006116707,0.00021080868,0.059949324],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967726,0.000076218355,0.0010285294,0.000948031,0.0006485059,0.0005261455],"domain_scores_gemma":[0.99406046,0.0012975348,0.00061812554,0.00066789245,0.0027185217,0.00063749525],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013282495,0.0006187081,0.00095916505,0.0005192687,0.0003259751,0.00003485569,0.00009129096,0.00082626584,0.00034154407],"category_scores_gemma":[0.00013728776,0.00057192094,0.0001813749,0.00008750782,0.00020561986,0.00015359905,0.000055459102,0.00070783,0.00016116],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021905517,0.0002653281,0.043691557,0.022779813,0.0010393637,0.00022292789,0.031425323,0.0066750506,0.00038996493,0.17451912,0.007511793,0.7092892],"study_design_scores_gemma":[0.010954067,0.002607942,0.18480101,0.023451887,0.000926574,0.00058935944,0.0021000758,0.019360984,0.000044826775,0.082255155,0.6688583,0.004049791],"about_ca_topic_score_codex":0.000028242994,"about_ca_topic_score_gemma":0.000010072353,"teacher_disagreement_score":0.7052394,"about_ca_system_score_codex":0.00069491286,"about_ca_system_score_gemma":0.0014102621,"threshold_uncertainty_score":0.99967325},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.26327283644252286,"score_gpt":0.41026397499442013,"score_spread":0.14699113855189727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907097835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9754528,0.001194499,0.0017107567,0.0006457001,0.001307259,0.0056671975,0.00022426649,0.0001886427,0.013608921],"genre_scores_gemma":[0.9935924,0.00010669122,0.00019412891,0.0004599909,0.00009885637,0.000007506293,0.0012370363,0.00008689422,0.0042165113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996652,0.00020010148,0.0015241815,0.00060252694,0.00068203616,0.00033911725],"domain_scores_gemma":[0.9913006,0.006288718,0.00080614566,0.00044890592,0.00101087,0.00014479],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024594154,0.00043604051,0.0014748417,0.0011818657,0.000038030674,0.000020243724,0.000057116536,0.00065732416,0.00023551118],"category_scores_gemma":[0.00030415962,0.00045801062,0.00023744686,0.00025158052,0.00007411286,0.00028294025,0.000044994373,0.0006982614,0.000038725975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001002042,0.000080931335,0.08626,0.00092437107,0.00006578406,0.000048169444,0.00028172025,0.8743819,0.000008060647,0.0043818057,0.000008282787,0.032556906],"study_design_scores_gemma":[0.0037179042,0.00026136407,0.40703368,0.004707172,0.00006739553,0.0000018089916,0.00010385075,0.5638328,0.000008910286,0.0021003832,0.01762242,0.00054232037],"about_ca_topic_score_codex":0.00041218914,"about_ca_topic_score_gemma":0.00024561986,"teacher_disagreement_score":0.32077366,"about_ca_system_score_codex":0.0005279345,"about_ca_system_score_gemma":0.00043364224,"threshold_uncertainty_score":0.99978715},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.15788457055530533,"score_gpt":0.3951022625526754,"score_spread":0.23721769199737006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047144587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31007478,0.074222095,0.011412877,0.2596193,0.01639883,0.06376916,0.0037609017,0.008543516,0.25219855],"genre_scores_gemma":[0.9623188,0.00011181902,0.0030962515,0.0049460228,0.00093871175,0.00004683299,0.005870375,0.00020220142,0.022468999],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99691594,0.000056893132,0.0010340365,0.00091483555,0.0007259535,0.00035231598],"domain_scores_gemma":[0.99536175,0.00048909726,0.00051070616,0.00050187955,0.002387302,0.0007492693],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007711743,0.00057865225,0.0008741031,0.00031646926,0.00033023613,0.000036673177,0.00008548274,0.0006537974,0.0002688953],"category_scores_gemma":[0.00006665807,0.00062542764,0.00012641221,0.000098446166,0.000106150044,0.00008763409,0.00008744157,0.00083547295,0.00026496398],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004248333,0.0004963995,0.075354636,0.047989808,0.0021302507,0.00049039273,0.045349788,0.040152106,0.00012295022,0.12780225,0.017166093,0.63869697],"study_design_scores_gemma":[0.0027600287,0.0008973171,0.08196133,0.0026990578,0.00026307144,0.000054210457,0.0010350028,0.020179052,0.000042545205,0.0046536806,0.88408244,0.0013722446],"about_ca_topic_score_codex":0.000048871207,"about_ca_topic_score_gemma":0.000013754385,"teacher_disagreement_score":0.86691636,"about_ca_system_score_codex":0.0007964179,"about_ca_system_score_gemma":0.0016793985,"threshold_uncertainty_score":0.9996197},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0523328569636724,"score_gpt":0.3764708690802596,"score_spread":0.3241380121165872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120234955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39278919,0.030462641,0.01884514,0.11272017,0.011994628,0.0914822,0.00079837086,0.008428719,0.33247894],"genre_scores_gemma":[0.9729913,0.00035002138,0.012336025,0.004760727,0.0005470728,0.00007341962,0.0034791718,0.0001598282,0.0053024436],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972026,0.00004128972,0.00096069707,0.00072407286,0.00078700995,0.00028433042],"domain_scores_gemma":[0.99735206,0.00009174482,0.0005165274,0.00041108232,0.0014070813,0.0002214807],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009258511,0.0004583181,0.00065870327,0.00034852588,0.00024293415,0.000060054084,0.0000650286,0.0005006834,0.0001004623],"category_scores_gemma":[0.000108032764,0.00047978197,0.00010561092,0.00018299892,0.00014122392,0.00009909726,0.00008821619,0.0007564665,0.000040864044],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011044182,0.00013976211,0.00028529446,0.00439553,0.0004291708,0.00020226404,0.00083225296,0.002561173,0.000016369704,0.035759144,0.002523891,0.95175076],"study_design_scores_gemma":[0.0031462044,0.0043891566,0.0053932467,0.0041029565,0.0006290472,0.000079550366,0.00050743023,0.101924375,0.000048105092,0.009679584,0.8691029,0.0009974332],"about_ca_topic_score_codex":0.000006721285,"about_ca_topic_score_gemma":0.0000017464552,"teacher_disagreement_score":0.9507533,"about_ca_system_score_codex":0.00043136423,"about_ca_system_score_gemma":0.00025715405,"threshold_uncertainty_score":0.9997654},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","score_opus":0.33206958985738627,"score_gpt":0.4515599083478554,"score_spread":0.11949031849046915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124646271","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066603073,0.042875893,0.048776917,0.48518357,0.029327914,0.028218942,0.0011113584,0.006545603,0.3512995],"genre_scores_gemma":[0.89183927,0.00031584277,0.017777856,0.0292753,0.005623286,0.00007927771,0.0041748756,0.00055605994,0.050358213],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.995677,0.0003274325,0.0014412574,0.0012417503,0.00079183036,0.00052074814],"domain_scores_gemma":[0.99068576,0.0029085716,0.0008928717,0.0010462252,0.003685014,0.00078153133],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024660907,0.0007267384,0.001478871,0.00058110786,0.00030001404,0.000032430726,0.00017654909,0.0010487469,0.0009811234],"category_scores_gemma":[0.00035059542,0.0007271093,0.00038032813,0.00018842,0.00017631362,0.00011577122,0.00010144426,0.002026827,0.00077535654],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006391359,0.00026764447,0.06095659,0.030732745,0.0021282823,0.0010317686,0.016561648,0.13817859,0.0005141788,0.4399249,0.02522038,0.27809194],"study_design_scores_gemma":[0.004182575,0.0018696907,0.037568357,0.003996746,0.0009644549,0.00022557979,0.0010013217,0.09032247,0.00007814157,0.069372796,0.78814197,0.0022759154],"about_ca_topic_score_codex":0.00016795167,"about_ca_topic_score_gemma":0.0000103534785,"teacher_disagreement_score":0.885179,"about_ca_system_score_codex":0.0009245936,"about_ca_system_score_gemma":0.0019361515,"threshold_uncertainty_score":0.9999321},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.18462246412070468,"score_gpt":0.40131151485632316,"score_spread":0.21668905073561848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163348321","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06268811,0.07118966,0.05016623,0.2942199,0.03933449,0.11755928,0.007872429,0.010631904,0.34633797],"genre_scores_gemma":[0.96757776,0.00005351019,0.0022670876,0.0060468777,0.0027718693,0.00012054246,0.004146234,0.00033344343,0.016682664],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99614155,0.000058874466,0.0014063732,0.0010945795,0.0007427963,0.0005558271],"domain_scores_gemma":[0.9931071,0.0013634796,0.0008354545,0.00075859006,0.0031544159,0.0007809908],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014996037,0.00069361634,0.001220655,0.00044114335,0.00038823928,0.00004071282,0.00014930808,0.00089127297,0.0005535395],"category_scores_gemma":[0.00017569606,0.00080259197,0.00050439785,0.00011043713,0.000113350616,0.000105548505,0.0000422353,0.0009129613,0.00019724676],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0057212566,0.00028112312,0.011029947,0.02827206,0.0016959212,0.00019862443,0.038115013,0.102081336,0.0003387827,0.4253562,0.0033478662,0.38356185],"study_design_scores_gemma":[0.0062679895,0.0029941709,0.019574853,0.0050516515,0.0013312713,0.00010468396,0.003960824,0.27573445,0.000046639,0.09545353,0.58694416,0.0025357374],"about_ca_topic_score_codex":0.00006149422,"about_ca_topic_score_gemma":0.000013142451,"teacher_disagreement_score":0.90488964,"about_ca_system_score_codex":0.0006834272,"about_ca_system_score_gemma":0.0016604014,"threshold_uncertainty_score":0.9994425},"labels":[],"label_agreement":null},{"id":"W4245287541","doi":"10.1007/978-3-030-46812-5","title":"Comprehensive Healthcare Simulation: Program & 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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.676466754261395,"score_gpt":0.6428800727420495,"score_spread":0.03358668151934552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245287541","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034193538,0.015182445,0.07332358,0.42588717,0.051923443,0.22893557,0.014837164,0.023004314,0.13271278],"genre_scores_gemma":[0.27938226,0.0011616853,0.030169027,0.41560575,0.015112223,0.0063009406,0.029683653,0.001849636,0.22073482],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9823588,0.0038500007,0.0054793907,0.0025574416,0.0027853835,0.002968946],"domain_scores_gemma":[0.97631055,0.008114343,0.0036251864,0.0017223258,0.007935268,0.0022923222],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0008033481,0.0016405066,0.0024340525,0.0009418686,0.003931431,0.00011705722,0.0010127104,0.0019493183,0.001129074],"category_scores_gemma":[0.000699365,0.0017815278,0.00041094655,0.0011458676,0.0003647101,0.0005631053,0.0006894191,0.0043416116,0.0071252305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0019971167,0.0005733651,0.01201023,0.07005045,0.0008418946,0.00016450703,0.13038152,0.103252485,0.00004079532,0.0065088375,0.3677211,0.30645767],"study_design_scores_gemma":[0.0024615864,0.0003727185,0.0069992905,0.0018989703,0.000045623703,0.000004654935,0.0007924655,0.011073509,0.0000012921323,0.0011035459,0.9739692,0.0012771414],"about_ca_topic_score_codex":0.00028541597,"about_ca_topic_score_gemma":0.0010502227,"teacher_disagreement_score":0.6062481,"about_ca_system_score_codex":0.0050878176,"about_ca_system_score_gemma":0.012381823,"threshold_uncertainty_score":0.99978405},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Computer science; Management science; Outcome (game theory); Research design; Engineering","score_opus":0.31178197951974157,"score_gpt":0.4998483330313073,"score_spread":0.18806635351156575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250876438","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030235998,0.046903007,0.018258058,0.11555952,0.019513799,0.048648465,0.0018447537,0.005295396,0.713741],"genre_scores_gemma":[0.8470039,0.00015756921,0.00033462179,0.0019036555,0.0031375838,0.0000759673,0.00093005464,0.0003104381,0.14614624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934746,0.00037870326,0.0016031313,0.0014290834,0.0021658826,0.0009486123],"domain_scores_gemma":[0.9747963,0.0079188915,0.0006986377,0.0017442304,0.014023941,0.00081801624],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00062810956,0.000752553,0.0011245816,0.0015943686,0.00074771466,0.00006283431,0.00023373151,0.0015486818,0.0018148149],"category_scores_gemma":[0.00050670136,0.0007194357,0.0003750175,0.00030935177,0.00035974407,0.00022767152,0.00012847026,0.0018109614,0.0022082594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032175807,0.0002890212,0.016756607,0.009534881,0.0006086741,0.00018665302,0.0045495857,0.58260447,0.00014885704,0.21037291,0.005378396,0.16635236],"study_design_scores_gemma":[0.00410879,0.001609821,0.025580093,0.008327414,0.00027282606,0.000028895505,0.0003222969,0.16594091,0.000032973858,0.076925345,0.7150639,0.0017866784],"about_ca_topic_score_codex":0.000079893725,"about_ca_topic_score_gemma":0.000014859521,"teacher_disagreement_score":0.8167679,"about_ca_system_score_codex":0.002698896,"about_ca_system_score_gemma":0.002262573,"threshold_uncertainty_score":0.9997475},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Michener Institute","funders":"","keywords":"Computer science","score_opus":0.09529472669609977,"score_gpt":0.39760071043841994,"score_spread":0.30230598374232015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392257914","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07567751,0.22518209,0.013547327,0.29014102,0.12049883,0.09030428,0.0042075487,0.01115367,0.16928776],"genre_scores_gemma":[0.9218187,0.0011126131,0.00016419549,0.0011475453,0.0033502143,0.000050040522,0.0015272254,0.00028915703,0.070540346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959255,0.00014356126,0.0016088373,0.00069992605,0.0011545043,0.00046769527],"domain_scores_gemma":[0.98648185,0.00461366,0.001231081,0.0013239306,0.0060218195,0.00032764656],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029604335,0.00055828266,0.00089658005,0.00048417793,0.0005838996,0.0000333054,0.00020474804,0.0009491473,0.00013234223],"category_scores_gemma":[0.00013912901,0.0004807253,0.0003960279,0.00029138313,0.00021902192,0.00009572006,0.00007545526,0.0009808672,0.00026681757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010175506,0.00005033067,0.0051323688,0.0039923145,0.00032561278,0.000019208635,0.0014945604,0.801864,0.000014329472,0.08550012,0.00198527,0.0986043],"study_design_scores_gemma":[0.002357092,0.00096877635,0.071936324,0.003156541,0.0004763491,0.000016373115,0.0014751524,0.32383934,0.000019739697,0.043359786,0.5512892,0.0011053123],"about_ca_topic_score_codex":0.00006557959,"about_ca_topic_score_gemma":0.000053497984,"teacher_disagreement_score":0.84614116,"about_ca_system_score_codex":0.00061957916,"about_ca_system_score_gemma":0.0012009098,"threshold_uncertainty_score":0.99976444},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Knowledge translation; Translation (biology); Psychology; Computer science; Knowledge management; Chemistry","score_opus":0.5878054938293048,"score_gpt":0.5528437870019987,"score_spread":0.03496170682730615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392804","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0796202,0.58244455,0.008244725,0.14608005,0.010490562,0.10748434,0.0032504068,0.0012443347,0.061140824],"genre_scores_gemma":[0.98093736,0.00075219834,0.00042187556,0.0003787058,0.0016778606,0.00047001385,0.0010370256,0.00024057491,0.014084377],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9947447,0.0004113506,0.0014045459,0.0011291398,0.0015861725,0.00072408596],"domain_scores_gemma":[0.956142,0.020553445,0.0002742925,0.0010515202,0.021478206,0.00050053094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015560258,0.0005123458,0.00084167515,0.0020332094,0.0011002754,0.00009649517,0.00023051172,0.00083550747,0.000114370574],"category_scores_gemma":[0.00035440008,0.00046420295,0.00024976686,0.0005905028,0.0004550032,0.00013987614,0.00014462655,0.0016182789,0.00005318361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041123903,0.00012507816,0.0010263936,0.056419797,0.0004384142,0.000019376412,0.16492274,0.2095868,0.000025149175,0.08541131,0.002567508,0.47534505],"study_design_scores_gemma":[0.0035858548,0.0026496937,0.011980945,0.025298169,0.0004970953,0.000016119493,0.079284884,0.4369475,0.000048473332,0.011152772,0.42743298,0.0011055215],"about_ca_topic_score_codex":0.00033194825,"about_ca_topic_score_gemma":0.00015863446,"teacher_disagreement_score":0.9013172,"about_ca_system_score_codex":0.0010269728,"about_ca_system_score_gemma":0.0022068855,"threshold_uncertainty_score":0.99978095},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; University of Toronto","funders":"","keywords":"Psychology; Computer science","score_opus":0.26620198312289717,"score_gpt":0.4214211936001499,"score_spread":0.15521921047725273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392844","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065437756,0.00746232,0.859348,0.04780856,0.0037215818,0.0076535563,0.00033525957,0.0022105298,0.06491644],"genre_scores_gemma":[0.96918786,0.0002328609,0.005728265,0.0041465955,0.0002400503,0.00005303537,0.00035696971,0.00010158477,0.019952763],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968742,0.0001540101,0.0011234338,0.0009483205,0.00040280158,0.00049721834],"domain_scores_gemma":[0.9956975,0.001155373,0.00036505528,0.0010933746,0.0014888444,0.00019986708],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029141217,0.00044431543,0.00068966026,0.00083061354,0.00014592902,0.0001353775,0.00049853476,0.0006160097,0.00004035258],"category_scores_gemma":[0.0001899763,0.00045882812,0.0001325467,0.00061003864,0.000085427964,0.00029533292,0.00030910628,0.00086615625,0.00037038175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010950933,0.000025530053,0.00001186109,0.0002003186,0.000041669617,0.000020003332,0.0009989071,0.07250845,0.000032216885,0.9033281,0.00020272897,0.022619255],"study_design_scores_gemma":[0.00042879966,0.00014928436,0.0017820433,0.0005572095,0.00003699553,0.000008788974,0.00004359752,0.59189856,0.000014052995,0.34198248,0.06255589,0.0005423098],"about_ca_topic_score_codex":0.00031985165,"about_ca_topic_score_gemma":0.00023836883,"teacher_disagreement_score":0.9626441,"about_ca_system_score_codex":0.0003217026,"about_ca_system_score_gemma":0.00035726596,"threshold_uncertainty_score":0.9997863},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Work (physics); Psychology; Gerontology; Applied psychology; Engineering; Medicine; Mechanical engineering","score_opus":0.28594397296126167,"score_gpt":0.42954961073258985,"score_spread":0.14360563777132818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392845","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23138855,0.1296718,0.0024775104,0.02668827,0.017521324,0.01164162,0.00052557955,0.0018178826,0.57826746],"genre_scores_gemma":[0.8666457,0.000028110173,0.000014903979,0.0006661286,0.0002855151,0.000016836397,0.00009734132,0.00009977405,0.13214572],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99723595,0.00023464028,0.0007858345,0.0006824391,0.0004307019,0.00063044386],"domain_scores_gemma":[0.9957947,0.0014630309,0.00033661412,0.0008985003,0.0013109943,0.00019616177],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022178919,0.0003988241,0.0006296762,0.00024179967,0.00021422216,0.00002866131,0.00028894615,0.0007319893,0.0008308127],"category_scores_gemma":[0.00009103344,0.00031232645,0.00022775267,0.00015310128,0.00031658963,0.00003793322,0.00014069462,0.0012318481,0.0008795561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022269306,0.00020152428,0.0047514616,0.0023008604,0.0033424164,0.00050596637,0.050655108,0.07027813,0.000018318358,0.6708942,0.014640235,0.18018484],"study_design_scores_gemma":[0.013404002,0.0041707237,0.082511425,0.042574514,0.004500316,0.0001835688,0.015934618,0.23668824,0.00009520806,0.21158285,0.37937042,0.008984111],"about_ca_topic_score_codex":0.0002536425,"about_ca_topic_score_gemma":0.00006923531,"teacher_disagreement_score":0.6352571,"about_ca_system_score_codex":0.00012405132,"about_ca_system_score_gemma":0.0001398897,"threshold_uncertainty_score":0.9999329},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baycrest Hospital; Sheridan College; University of Toronto","funders":"","keywords":"Volunteer; Psychology; Gerontology; Medicine; Biology","score_opus":0.1428538091818289,"score_gpt":0.4115137556953884,"score_spread":0.2686599465135595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392848","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13500336,0.058599416,0.0029306586,0.027505025,0.061210956,0.031342607,0.00088270195,0.008257041,0.67426825],"genre_scores_gemma":[0.71327615,0.00014917376,0.000076881246,0.0013360102,0.001550907,0.000040555253,0.00057405035,0.00029670532,0.28269956],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955918,0.00019530272,0.0012635473,0.0010661513,0.00075749576,0.0011256682],"domain_scores_gemma":[0.99417424,0.0012579293,0.0006947264,0.0008234141,0.002643573,0.00040613193],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016776026,0.00077647064,0.0010925999,0.00049204275,0.00083356496,0.00004595656,0.00019797821,0.0012948543,0.0007367523],"category_scores_gemma":[0.000058405796,0.00067504134,0.00023476419,0.00023394158,0.000118508964,0.00010746995,0.00015018044,0.0022756408,0.0018722742],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009433294,0.00038251642,0.024844738,0.037088856,0.0049825744,0.0019908817,0.1245035,0.23535526,0.000097002456,0.2743147,0.12784335,0.15916331],"study_design_scores_gemma":[0.002962617,0.0005769123,0.007218967,0.023148037,0.0009985558,0.000007626035,0.0028420421,0.03733441,0.0000026024527,0.017254842,0.90569144,0.0019619162],"about_ca_topic_score_codex":0.00039131183,"about_ca_topic_score_gemma":0.00079062796,"teacher_disagreement_score":0.7778481,"about_ca_system_score_codex":0.000790709,"about_ca_system_score_gemma":0.00064892456,"threshold_uncertainty_score":0.9995701},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Focus (optics); Psychology; Gerontology; Medicine","score_opus":0.08680449337143822,"score_gpt":0.4031678062678329,"score_spread":0.31636331289639463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50482523,0.04825839,0.00025143632,0.09345276,0.023051657,0.041535158,0.0015945331,0.0071265507,0.2799043],"genre_scores_gemma":[0.916218,0.0001470528,0.000053069714,0.0053997864,0.0016200007,0.00007220067,0.0015219904,0.0004175967,0.074550346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99424386,0.000117608935,0.0016854417,0.001670502,0.0013521333,0.000930457],"domain_scores_gemma":[0.99133956,0.0018539855,0.00063625036,0.0014969376,0.0036504236,0.0010228275],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00016934416,0.0010492157,0.0013340816,0.001031448,0.0003237872,0.0000752946,0.00017906587,0.0014235589,0.0016329972],"category_scores_gemma":[0.00016959476,0.0010714198,0.00049028656,0.0002987416,0.0001453042,0.00011327527,0.00008514982,0.0018361299,0.005282513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016528947,0.0012391871,0.011652233,0.036705393,0.0027154456,0.0021243112,0.025814045,0.49128526,0.000041457533,0.26590675,0.009813992,0.13617298],"study_design_scores_gemma":[0.015630726,0.008444764,0.05772956,0.077087365,0.0026772572,0.000208285,0.0023356858,0.5156838,0.00022268761,0.15492764,0.15932354,0.005728665],"about_ca_topic_score_codex":0.00049365324,"about_ca_topic_score_gemma":0.00003651951,"teacher_disagreement_score":0.41139275,"about_ca_system_score_codex":0.0015870668,"about_ca_system_score_gemma":0.0015213806,"threshold_uncertainty_score":0.9998728},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baycrest Hospital; Sheridan College; University of Toronto","funders":"","keywords":"Psychology; Psychological safety; Applied psychology","score_opus":0.1796101457866801,"score_gpt":0.44430748086833305,"score_spread":0.26469733508165294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392880","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09309822,0.037432708,0.0031137976,0.08163736,0.019267267,0.02318985,0.0005630689,0.004593836,0.7371039],"genre_scores_gemma":[0.9410277,0.00030963347,0.00027873478,0.0015989806,0.00082742516,0.000049536913,0.0015369412,0.00017177628,0.05419924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99642473,0.0001198887,0.0013536784,0.0010465974,0.0005892525,0.00046587174],"domain_scores_gemma":[0.9959969,0.001279464,0.00037781207,0.0006160001,0.0013809823,0.000348849],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021469506,0.0005411934,0.00086697243,0.0009243566,0.00022514755,0.000045552588,0.00011049169,0.00096054975,0.00085110974],"category_scores_gemma":[0.00010453477,0.00059287465,0.0002565125,0.00024949585,0.00011825151,0.00010765261,0.00015807766,0.0021323212,0.00069801725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026506244,0.00028122193,0.057959437,0.014246875,0.0004287485,0.00062498386,0.012317993,0.63901955,0.00011153253,0.15294656,0.0010143385,0.118398145],"study_design_scores_gemma":[0.007145073,0.002708621,0.17525175,0.018726885,0.00062075444,0.0002862099,0.0033799817,0.34304002,0.000014821932,0.11150639,0.3342257,0.0030937833],"about_ca_topic_score_codex":0.00010652972,"about_ca_topic_score_gemma":0.000039898307,"teacher_disagreement_score":0.84792954,"about_ca_system_score_codex":0.0016278941,"about_ca_system_score_gemma":0.0004650418,"threshold_uncertainty_score":0.99965227},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baycrest Hospital","funders":"","keywords":"Psychology; Gerontology; Developmental psychology; Medicine","score_opus":0.3619830726726736,"score_gpt":0.4649012532190121,"score_spread":0.1029181805463385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392882","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043970045,0.035310876,0.008645321,0.01535934,0.0109704835,0.015683819,0.0015637147,0.002436826,0.8660596],"genre_scores_gemma":[0.40939462,0.000029772065,0.00012725331,0.00095826545,0.00032699353,0.00014750911,0.00096414215,0.0001477863,0.5879037],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968935,0.00012706892,0.00084590976,0.00094602007,0.00037566118,0.00081181404],"domain_scores_gemma":[0.99558496,0.0010713612,0.00029500973,0.00052919163,0.0022084834,0.0003110144],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018790805,0.00056021154,0.0007690249,0.00040729842,0.0003444774,0.000048191032,0.00019337726,0.00088239426,0.0008978113],"category_scores_gemma":[0.000056364504,0.0005587215,0.00019614499,0.000051890824,0.0001989945,0.000060810915,0.00010260395,0.00072363095,0.0007341012],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002130479,0.00019523446,0.00022126918,0.004089034,0.0036825908,0.0006348038,0.044877328,0.0075456575,0.0000032431685,0.6057079,0.022657387,0.30825508],"study_design_scores_gemma":[0.003166231,0.0008869574,0.0033904721,0.0029610973,0.0004793747,0.00002330634,0.007903493,0.03290239,0.000018940704,0.034462597,0.9118157,0.0019894347],"about_ca_topic_score_codex":0.00009814761,"about_ca_topic_score_gemma":0.000094469484,"teacher_disagreement_score":0.8891583,"about_ca_system_score_codex":0.000321006,"about_ca_system_score_gemma":0.00042077774,"threshold_uncertainty_score":0.9996864},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Training (meteorology); Psychology; Applied psychology; Medical education; Medicine; Geography","score_opus":0.16967312157973752,"score_gpt":0.42396450497123306,"score_spread":0.25429138339149554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35170358,0.09950151,0.009094319,0.11804498,0.050296254,0.11327885,0.0095927445,0.0142791085,0.23420864],"genre_scores_gemma":[0.9442144,0.00008815253,0.0006094287,0.0038097838,0.002096166,0.00012981516,0.0036497882,0.00044930947,0.044953126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99491584,0.000055171702,0.0018267633,0.0013785909,0.0008565897,0.0009670249],"domain_scores_gemma":[0.9899365,0.0017329109,0.00068532,0.0009627091,0.005838576,0.0008440326],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021503946,0.00088836544,0.0013590279,0.00070949027,0.00038378604,0.000071682996,0.00014825218,0.0012826043,0.0006407933],"category_scores_gemma":[0.00019437364,0.000963508,0.00056842715,0.0001717897,0.00013670081,0.0001360452,0.00005116123,0.0011373501,0.00034316423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038609174,0.00032677618,0.008215055,0.027540958,0.0022743032,0.0002606813,0.0308217,0.5367711,0.00019330179,0.25634518,0.0020311757,0.13135882],"study_design_scores_gemma":[0.005351358,0.0016653296,0.011515036,0.010933289,0.0018422899,0.000068313464,0.0033181042,0.74934155,0.000062456056,0.0709877,0.14259905,0.0023155222],"about_ca_topic_score_codex":0.00014538015,"about_ca_topic_score_gemma":0.000039666094,"teacher_disagreement_score":0.5925108,"about_ca_system_score_codex":0.0008865297,"about_ca_system_score_gemma":0.0015222816,"threshold_uncertainty_score":0.9992815},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Psychology; Computer science; Cognitive psychology; Mathematics education","score_opus":0.09657625232394626,"score_gpt":0.43083349697813167,"score_spread":0.3342572446541854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7075393,0.005394162,0.002149257,0.1788897,0.014856987,0.049516324,0.001079383,0.0049981084,0.035576727],"genre_scores_gemma":[0.8714557,0.000020928252,0.00060273247,0.020251445,0.001472745,0.00012205477,0.0012142368,0.000449714,0.104410395],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930145,0.000116171024,0.0022784458,0.0018774288,0.0013165636,0.001396888],"domain_scores_gemma":[0.9885217,0.0011705608,0.0006307963,0.0013963996,0.0061899656,0.002090553],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029641215,0.0010222624,0.0014269978,0.0013046847,0.0003514236,0.00012485769,0.00023500166,0.0010080275,0.0007810927],"category_scores_gemma":[0.00060244714,0.0011049634,0.00038815828,0.00058022514,0.00008213089,0.00015025923,0.00018458688,0.0014391561,0.0043462124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017137902,0.00014436693,0.015394679,0.01142578,0.00055784994,0.0002550505,0.019806176,0.89800406,0.00016984009,0.009372586,0.009454225,0.033701614],"study_design_scores_gemma":[0.0061357566,0.0048596016,0.062005617,0.036137495,0.0021047397,0.00010168002,0.008422578,0.35692537,0.00032882264,0.012995705,0.5038566,0.006126031],"about_ca_topic_score_codex":0.0005318973,"about_ca_topic_score_gemma":0.00011510494,"teacher_disagreement_score":0.5410787,"about_ca_system_score_codex":0.0020044646,"about_ca_system_score_gemma":0.0018049019,"threshold_uncertainty_score":0.99914},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Health Network","funders":"","keywords":"Delirium; Sepsis; Psychology; Medicine; Intensive care medicine; Gerontology; Internal medicine","score_opus":0.05030246279080043,"score_gpt":0.3564382603360686,"score_spread":0.3061357975452682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404416617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9682813,0.011343243,0.00013080794,0.0067357416,0.0005229422,0.0044003883,0.00032620362,0.00015164829,0.008107673],"genre_scores_gemma":[0.97606725,0.0002621218,0.00016422203,0.020049006,0.000100761856,0.00003753497,0.00039709295,0.00009913353,0.0028228862],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9973276,0.00013856005,0.0006919072,0.0011059203,0.00032067305,0.00041531742],"domain_scores_gemma":[0.98357385,0.00076393195,0.00012496469,0.0003204801,0.014912101,0.00030464062],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001530951,0.0005094214,0.00082796684,0.0025113425,0.000095038806,0.000057099875,0.000053966607,0.00056246005,0.00003165186],"category_scores_gemma":[0.00265301,0.00057859026,0.000086819025,0.0003193181,0.0000928054,0.00015324523,0.00016859347,0.0010520528,0.00002510777],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005429797,0.0001519309,0.20079872,0.037700083,0.00041644688,0.0024780054,0.21728583,0.0038407021,0.0014084607,0.008815734,0.00062801555,0.5210463],"study_design_scores_gemma":[0.006739524,0.0040550656,0.5878737,0.11991436,0.00072620634,0.00018017575,0.20838207,0.040789556,0.000073385294,0.0062840628,0.020503845,0.00447804],"about_ca_topic_score_codex":0.00033040324,"about_ca_topic_score_gemma":0.0028053888,"teacher_disagreement_score":0.51656824,"about_ca_system_score_codex":0.0006497839,"about_ca_system_score_gemma":0.00017680856,"threshold_uncertainty_score":0.9996666},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; Baycrest Hospital; University of Toronto","funders":"","keywords":"Test (biology); Psychology; Plan (archaeology); Gerontology; Medicine; History; Biology","score_opus":0.1008304201324028,"score_gpt":0.3763774839631255,"score_spread":0.2755470638307227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404416658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6519205,0.12376218,0.00049562176,0.04996923,0.018353645,0.03669063,0.01517636,0.0055366536,0.09809515],"genre_scores_gemma":[0.9385006,0.0038979056,0.00040171342,0.0037067435,0.0022822015,0.00009298015,0.008952619,0.0003445188,0.04182076],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9956436,0.00008143958,0.0014699723,0.0014872223,0.00077477563,0.00054297916],"domain_scores_gemma":[0.99225754,0.0020855772,0.00056914065,0.0010551641,0.0032151858,0.00081742596],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015235442,0.00087682647,0.0010612573,0.00064660894,0.00038306188,0.00010619447,0.00010083352,0.0009664657,0.00011356935],"category_scores_gemma":[0.000062226136,0.00086460507,0.00020739484,0.00014612592,0.00016929435,0.00016318739,0.000022892631,0.00083001197,0.00016236893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012659311,0.0018330314,0.056198686,0.042942766,0.003216496,0.0016542124,0.1335354,0.26703405,0.00030996394,0.10708858,0.009966765,0.36356074],"study_design_scores_gemma":[0.012027257,0.0075289765,0.091527365,0.018866317,0.0019119116,0.00021886762,0.00489577,0.48920664,0.00003525811,0.012493854,0.35795155,0.003336233],"about_ca_topic_score_codex":0.00096721185,"about_ca_topic_score_gemma":0.00026540956,"teacher_disagreement_score":0.3602245,"about_ca_system_score_codex":0.0013597952,"about_ca_system_score_gemma":0.0009911606,"threshold_uncertainty_score":0.99938047},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; The Wilson Centre; University of Toronto","funders":"","keywords":"Psychology; Gerontology; Nursing; Medicine","score_opus":0.0727023624600729,"score_gpt":0.3807987788852199,"score_spread":0.308096416425147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404416812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7759939,0.18964952,0.00010726154,0.0009056363,0.0005902986,0.0034256412,0.002828233,0.000096823554,0.02640272],"genre_scores_gemma":[0.98987776,0.0050983145,0.0002998848,0.00006206337,0.000087539906,0.000007681115,0.0006392868,0.0000711576,0.0038562848],"study_design_codex":"qualitative","study_design_gemma":"systematic_review","domain_scores_codex":[0.99789566,0.00004356685,0.0008349189,0.00046201303,0.00057379337,0.00019006318],"domain_scores_gemma":[0.9957004,0.000558608,0.000733979,0.00045216602,0.0023622506,0.00019260583],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000035131532,0.00039508336,0.0014283994,0.00040541953,0.000050579616,0.000002582299,0.000078788726,0.00036494186,0.00006481537],"category_scores_gemma":[0.00006495937,0.000297656,0.00023137059,0.00011087515,0.00047454945,0.000050946608,0.00011935803,0.00028167048,0.0000026764187],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.018843597,0.00027651576,0.17023367,0.30146736,0.0048743645,0.00022644235,0.34562653,0.01079966,0.0015468652,0.042675916,0.001350366,0.1020787],"study_design_scores_gemma":[0.022389088,0.013735209,0.14375041,0.41840532,0.0059683286,0.000043413063,0.18793178,0.003945235,0.007988972,0.002355433,0.19022372,0.00326308],"about_ca_topic_score_codex":0.00053637737,"about_ca_topic_score_gemma":0.00036128127,"teacher_disagreement_score":0.21388392,"about_ca_system_score_codex":0.00015287595,"about_ca_system_score_gemma":0.00032020253,"threshold_uncertainty_score":0.99994755},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Health Network","funders":"","keywords":"Emergency department; End-of-life care; Gerontology; Medical emergency; Medicine; Nursing; Palliative care","score_opus":0.20505368496272702,"score_gpt":0.45866011463823997,"score_spread":0.25360642967551295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404416836","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32772833,0.50605696,0.0034977167,0.0113697415,0.008296922,0.04458954,0.004633401,0.00057834445,0.09324903],"genre_scores_gemma":[0.9914534,0.002286497,0.0005372235,0.0006673962,0.00062201975,0.00013419276,0.002042245,0.00010029657,0.0021567284],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99771076,0.00006824618,0.00096073473,0.0005001492,0.00049417885,0.0002659275],"domain_scores_gemma":[0.9964705,0.00044328618,0.0004077453,0.0004885505,0.0020600304,0.00012988302],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010775521,0.00037479747,0.0008284221,0.00029861118,0.00007557284,0.00000862749,0.00013950522,0.00035286925,0.00004296963],"category_scores_gemma":[0.00013352693,0.0002963082,0.0003005486,0.00010207219,0.00006610799,0.000075203025,0.00003989804,0.00037197306,0.000008110491],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0050489395,0.00062180543,0.042539388,0.15685147,0.0019118114,0.00017296213,0.19682196,0.018615412,0.00050360616,0.34852517,0.005080757,0.22330673],"study_design_scores_gemma":[0.0056776428,0.005433292,0.011646803,0.029484171,0.0013822526,0.000011274926,0.022990767,0.020748427,0.00036864806,0.022418391,0.8783207,0.0015176336],"about_ca_topic_score_codex":0.00023463747,"about_ca_topic_score_gemma":0.0006348404,"teacher_disagreement_score":0.87323993,"about_ca_system_score_codex":0.00022170378,"about_ca_system_score_gemma":0.00037559753,"threshold_uncertainty_score":0.9999489},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College; University of Toronto; Baycrest Hospital","funders":"","keywords":"Gerontology; Psychology; Medicine","score_opus":0.07766408261597162,"score_gpt":0.42575542895655266,"score_spread":0.34809134634058103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404417103","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31507897,0.21219274,0.0010205022,0.063199066,0.028100437,0.016148828,0.00081138447,0.001427299,0.36202076],"genre_scores_gemma":[0.871167,0.00003502431,0.0000109125995,0.0013509245,0.0009915348,0.00002383614,0.00012207065,0.00010154713,0.12619716],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971916,0.00019184165,0.00070601696,0.0007972052,0.00049022806,0.0006230903],"domain_scores_gemma":[0.99673384,0.00073953415,0.00026988715,0.0009465967,0.001071039,0.0002390704],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00021188622,0.0004130523,0.0006303069,0.00031144256,0.00019619832,0.000026053633,0.00032913964,0.00077008345,0.00093442906],"category_scores_gemma":[0.00003343375,0.0003249317,0.00020086451,0.00014450746,0.00012622314,0.00003367278,0.00017130964,0.0011193514,0.002338775],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041299225,0.00018362944,0.0010683305,0.003477615,0.0021327294,0.0006139821,0.09307024,0.06230121,0.00000938165,0.3761432,0.019470276,0.43739948],"study_design_scores_gemma":[0.0027264047,0.0016831548,0.016282378,0.006374923,0.0005078351,0.000061982064,0.007822726,0.029888619,0.000014862206,0.025485784,0.90750486,0.0016464848],"about_ca_topic_score_codex":0.00034827643,"about_ca_topic_score_gemma":0.00029819063,"teacher_disagreement_score":0.8880346,"about_ca_system_score_codex":0.000121400044,"about_ca_system_score_gemma":0.0001365978,"threshold_uncertainty_score":0.99997884},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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)","score_opus":0.08132622439814466,"score_gpt":0.38842631086272256,"score_spread":0.30710008646457787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117962657","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045664916,0.121071726,0.026615124,0.32651043,0.026561968,0.047997504,0.0022352317,0.0067770863,0.43766442],"genre_scores_gemma":[0.7552179,0.0011575476,0.0011735699,0.027977834,0.0027685806,0.00013514578,0.0034953903,0.00041004867,0.207664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938235,0.0002476083,0.002121369,0.0015928616,0.0014292884,0.0007853177],"domain_scores_gemma":[0.985153,0.0036859661,0.0011872506,0.0018985643,0.007370405,0.0007047987],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024216928,0.0011540882,0.0016431172,0.0016496371,0.00063778006,0.00010573568,0.0002771583,0.0018527575,0.0029597885],"category_scores_gemma":[0.00027042787,0.00129444,0.0005985395,0.00042611625,0.00020257047,0.00025643996,0.00013658365,0.001749107,0.000581569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021350074,0.00024713244,0.008115396,0.013786877,0.0007442336,0.000086265674,0.004043187,0.7151427,0.000033888628,0.051833645,0.06876022,0.1350714],"study_design_scores_gemma":[0.0020778656,0.00045273264,0.0027985533,0.0059241117,0.00045188193,0.000013135887,0.00029837622,0.1953342,0.000010863376,0.0119810905,0.7796254,0.0010317434],"about_ca_topic_score_codex":0.00035526443,"about_ca_topic_score_gemma":0.00003296188,"teacher_disagreement_score":0.7506514,"about_ca_system_score_codex":0.0021371893,"about_ca_system_score_gemma":0.002329842,"threshold_uncertainty_score":0.99944305},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06592555110190568,"score_gpt":0.48291100543193094,"score_spread":0.41698545433002526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117967352","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4711182,0.1693493,0.057977665,0.121091075,0.025924975,0.13002627,0.0024536944,0.011097832,0.010960982],"genre_scores_gemma":[0.9815074,0.00053360005,0.0025663231,0.008570756,0.002217245,0.0008455971,0.0017885474,0.00021162094,0.0017589062],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9938859,0.00018028932,0.0016732085,0.0013369877,0.0022587858,0.0006648259],"domain_scores_gemma":[0.98573726,0.002955855,0.00087227917,0.0006979539,0.009100854,0.0006357644],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007526551,0.0008185484,0.0012092948,0.0022261208,0.00076767185,0.00008535762,0.0002958955,0.00214803,0.000092481096],"category_scores_gemma":[0.0008262184,0.0008770554,0.000255863,0.0005831293,0.0007071731,0.00020615575,0.000094164345,0.0013957274,0.000010446457],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035970125,0.001230263,0.054464914,0.0057228,0.0011780116,0.00003291648,0.004076928,0.06693308,0.000035010813,0.045940686,0.006489069,0.8102993],"study_design_scores_gemma":[0.015857106,0.006964383,0.037757076,0.019376796,0.0005755945,0.00001952021,0.0021333008,0.5252635,0.00002871036,0.03244187,0.35742432,0.0021578744],"about_ca_topic_score_codex":0.000027072902,"about_ca_topic_score_gemma":0.000011432439,"teacher_disagreement_score":0.8081414,"about_ca_system_score_codex":0.0013488651,"about_ca_system_score_gemma":0.004378241,"threshold_uncertainty_score":0.999368},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.14558881833553816,"score_gpt":0.4020900009143734,"score_spread":0.25650118257883525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117996073","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00052168476,0.019380895,0.00059198186,0.041882083,0.011356146,0.0036446752,0.00018169954,0.00022961282,0.9222112],"genre_scores_gemma":[0.1849386,0.001628376,0.0002441809,0.029440863,0.0015304482,0.000031728,0.0005320042,0.000054737557,0.78159904],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99731725,0.00020142857,0.0005392884,0.00050996966,0.0011211159,0.0003109173],"domain_scores_gemma":[0.99490017,0.00039126904,0.00044890115,0.00046348106,0.0034298133,0.0003663921],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032621642,0.0002652646,0.0005812523,0.00056347315,0.00027471952,0.000036505484,0.00065700273,0.00054008776,0.00033168396],"category_scores_gemma":[0.00022094333,0.000333251,0.00015828823,0.00015861183,0.00027172346,0.00020562635,0.00021852071,0.0004319861,0.000033311062],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018017914,0.000057102843,0.0007576107,0.0023896368,0.00006981724,0.0000060115062,0.018053694,0.00085077406,0.0000027733654,0.44616568,0.2187974,0.31266934],"study_design_scores_gemma":[0.00017340369,0.00010920988,0.0010576294,0.0014840738,0.000054128315,2.0825408e-7,0.0015998698,0.000048374637,6.1989215e-7,0.006350741,0.98888326,0.00023850959],"about_ca_topic_score_codex":0.011185962,"about_ca_topic_score_gemma":0.0037783138,"teacher_disagreement_score":0.7700858,"about_ca_system_score_codex":0.0028667124,"about_ca_system_score_gemma":0.0069609624,"threshold_uncertainty_score":0.99991196},"labels":[],"label_agreement":null}]}