{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":70,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":70,"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":"4d0b91568493","filters":{"topic":"Innovation in Digital Healthcare Systems"}},"results":[{"id":"W2089987525","doi":"10.1007/s10916-005-5893-y","title":"A Review on Diffusion of Personal Digital Assistants in Healthcare","year":2005,"lang":"en","type":"review","venue":"Journal of Medical Systems","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; University of Victoria","funders":"","keywords":"Health informatics; Health care; Diffusion; Computer science; Political science","authors":[{"name":"Craig Kuziemsky","is_ca":true},{"name":"Francis Laul","is_ca":true},{"name":"Raymond Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2040006675889757,"gpt":0.5411427392317077,"spread":0.337142071642732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004224124,0.001015414,0.002989632,0.008077481,0.0005588431,0.002482623,0.001539881,0.002190402,0.003602314],"category_scores_gemma":[0.009322296,0.0005750163,0.001502418,0.01148544,0.0009462793,0.003471126,0.0009823219,0.001568081,0.0007661373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936245,"about_ca_system_score_gemma":0.005334515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004861278,"about_ca_topic_score_gemma":0.01094827,"domain_scores_codex":[0.9982054,0.0004948432,0.000388693,0.0002344169,0.0005889139,0.00008779457],"domain_scores_gemma":[0.9889196,0.008304698,0.000976771,0.000152698,0.001461935,0.0001842718],"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":[0.00008374578,0.0000686809,0.0004813087,0.0950631,0.0002963575,0.0001967218,0.0002849509,0.0002390437,0.0005330315,0.002656103,0.01248249,0.8876145],"study_design_scores_gemma":[0.00005785734,0.0003078827,0.005748651,0.1241637,0.001371139,0.002099368,0.0007606807,0.0001833913,0.0008741302,0.002353714,0.8620111,0.00006824169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001242496,0.9990759,0.00007029288,0.0001968643,0.00008090221,0.000005796293,0.00001063208,0.000002186696,0.0004332083],"genre_scores_gemma":[0.0006823414,0.9988311,0.0001837611,0.000133616,0.0000503945,0.000005110252,0.00001031412,8.240854e-7,0.0001025372],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008077481,"threshold_uncertainty_score":0.02233958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999912143","doi":"10.1007/s11277-014-2182-4","title":"Recent Trends in Digital Convergence Information System","year":2014,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Convergence (economics)","authors":[{"name":"Kyungyong Chung","is_ca":false},{"name":"Raouf Boutaba","is_ca":true},{"name":"Salim Hariri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08858658120834416,"gpt":0.4015704242384913,"spread":0.3129838430301471,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002461294,0.0003714761,0.0004409926,0.004885885,0.0007468213,0.005049251,0.0008696483,0.001657232,0.01375654],"category_scores_gemma":[0.009753161,0.0002238614,0.0003815974,0.01025459,0.001152933,0.006675363,0.001277193,0.002007219,0.002655973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673296,"about_ca_system_score_gemma":0.002647618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002335105,"about_ca_topic_score_gemma":0.003104805,"domain_scores_codex":[0.9983157,0.0004021874,0.0001967811,0.0002868161,0.0006138902,0.0001846093],"domain_scores_gemma":[0.9881681,0.005097817,0.001335239,0.0003750911,0.003979509,0.001044355],"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":[0.0002091232,0.0002171346,0.02441439,0.002345982,0.00004798955,0.0003274024,0.001076918,0.001426777,0.002961256,0.1453531,0.06282409,0.7587959],"study_design_scores_gemma":[0.00002404433,0.0003063255,0.0242419,0.001089258,0.00009055165,0.001316157,0.003229607,0.00798063,0.002796558,0.02436632,0.9344907,0.00006807561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1228434,0.4013127,0.0358615,0.10642,0.008759955,0.0002165483,0.002048908,0.000998261,0.3215388],"genre_scores_gemma":[0.5190688,0.3674831,0.02805342,0.01750901,0.01203839,0.0001727604,0.002627347,0.000248943,0.05279826],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01375654,"threshold_uncertainty_score":0.04602021,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407051601","doi":"10.1109/twc.2025.3531702","title":"Proactive Handover Type Prediction and Parameter Optimization Based on Machine Learning","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Tibet Autonomous Region; Natural Science Foundation of Inner Mongolia; National Natural Science Foundation of China","keywords":"Computer science; Handover; Artificial intelligence; Machine learning; Computer network","authors":[{"name":"Kai Sun","is_ca":false},{"name":"Qingfeng Han","is_ca":false},{"name":"Zongchang Yang","is_ca":false},{"name":"Wei Huang","is_ca":false},{"name":"Haijun Zhang","is_ca":false},{"name":"Victor C. M. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06181393183739644,"gpt":0.3804412214516918,"spread":0.3186272896142954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008858121,0.001099425,0.0009661088,0.0006111932,0.0004438493,0.0005836678,0.001040433,0.0007739899,0.0006853],"category_scores_gemma":[0.002894329,0.0003602672,0.0005095903,0.0003706302,0.0004746158,0.0007513923,0.0006415206,0.001170348,0.000192983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007231468,"about_ca_system_score_gemma":0.001107721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007313886,"about_ca_topic_score_gemma":0.005976357,"domain_scores_codex":[0.9994825,0.0001101506,0.00003942839,0.0001446222,0.0001308351,0.00009246875],"domain_scores_gemma":[0.9988196,0.0005929996,0.0001719138,0.0000821467,0.0002733631,0.00005988137],"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":[0.0001325593,0.0001874152,0.00463939,0.00004490987,0.00005545957,0.00009189755,0.00006228771,0.8774348,0.003797205,0.0009124724,0.001058975,0.1115827],"study_design_scores_gemma":[0.000004551204,0.00001781659,0.0002153314,0.000001643352,0.000004052444,0.000007646951,0.000002819696,0.9990951,0.00036703,0.0002398858,0.00004116152,0.000002980002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08944097,0.0004795837,0.9068442,0.0002667702,0.00007832543,0.00008129657,0.00006003873,0.001011379,0.001737456],"genre_scores_gemma":[0.9581614,0.0001085737,0.04043556,0.0001198011,0.0000423991,0.00007419972,0.000109368,0.00002575494,0.0009229766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007313886,"threshold_uncertainty_score":0.01454264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2062326650","doi":"10.1109/trustcom.2011.106","title":"Protection Profile of Personal Information Security System: Designing a Secure Personal Information Security System","year":2011,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Personally identifiable information; Internet privacy; Dignity; Information privacy; Business; Privacy by Design; Computer security; Privacy policy; Data Protection Act 1998; Information privacy law; Government (linguistics); Order (exchange); Information security; Computer science; Law; Political science","authors":[{"name":"Kwangwoo Lee","is_ca":false},{"name":"Dongho Won","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06407791739687026,"gpt":0.3257551819338568,"spread":0.2616772645369866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00186236,0.0007398458,0.0005609719,0.001521319,0.001569651,0.002630376,0.0008394747,0.001494351,0.002271147],"category_scores_gemma":[0.003811277,0.0005540433,0.0008104163,0.0005257595,0.0008181288,0.00463316,0.001232715,0.0009597172,0.001973578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009427036,"about_ca_system_score_gemma":0.002047314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001340024,"about_ca_topic_score_gemma":0.0005769099,"domain_scores_codex":[0.9968652,0.0009758061,0.0003361344,0.0003853438,0.001117153,0.000320314],"domain_scores_gemma":[0.9983221,0.0002766943,0.0002022501,0.0003968542,0.0006806909,0.0001213989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000992734,0.0005103134,0.02452838,0.001630119,0.0001950376,0.002225773,0.006813019,0.05070775,0.1718331,0.361333,0.01043917,0.3687917],"study_design_scores_gemma":[0.0002035397,0.001790187,0.01590867,0.0009485448,0.000504437,0.006210614,0.002737626,0.4671313,0.2395004,0.1168624,0.1479184,0.0002838063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1225785,0.0006228658,0.8363049,0.00116228,0.00008037343,0.0015558,0.0002577064,0.001997631,0.03544001],"genre_scores_gemma":[0.800397,0.0005866715,0.1896947,0.0002093847,0.00004886376,0.0007496114,0.000431819,0.0001119113,0.00777007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002630376,"threshold_uncertainty_score":0.00984925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4361770419","doi":"10.2139/ssrn.4393234","title":"A System for the Improvement of Educational Assessment Using Intelligent Conversational Agents","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University; McMaster University; Ontario Tech University","funders":"","keywords":"Computer science; Human–computer interaction; Natural language processing; Multimedia","authors":[{"name":"Alden O'Cain","is_ca":true},{"name":"Benjamin D. Fedoruk","is_ca":true},{"name":"Zackary Masri","is_ca":true},{"name":"Russell Frost","is_ca":true},{"name":"Ayman Alahmar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1010180960636076,"gpt":0.4730243514294722,"spread":0.3720062553658646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004190428,0.001672194,0.001500536,0.002912894,0.001141185,0.002818675,0.002143109,0.002181212,0.009513513],"category_scores_gemma":[0.01623295,0.0007581313,0.000679932,0.0009626477,0.0004140295,0.002843371,0.003096205,0.001860693,0.007186683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007381025,"about_ca_system_score_gemma":0.001787396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003647214,"about_ca_topic_score_gemma":0.002089323,"domain_scores_codex":[0.99597,0.001479292,0.0005451368,0.0009128535,0.0009188312,0.0001739452],"domain_scores_gemma":[0.9898559,0.005638595,0.000591471,0.001131234,0.001935907,0.0008469551],"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":[0.003725572,0.001678378,0.01068347,0.0008415454,0.0003388061,0.0006343673,0.002207558,0.00522369,0.04918694,0.004363972,0.03491862,0.886197],"study_design_scores_gemma":[0.001012953,0.001532617,0.01485369,0.0004864685,0.0009833834,0.001144856,0.0009081843,0.717163,0.1187079,0.01230625,0.1302564,0.0006443226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04460644,0.0007402378,0.6799427,0.0006873315,0.0004067346,0.001596516,0.001935407,0.2626262,0.007458445],"genre_scores_gemma":[0.2805587,0.0003688836,0.6965263,0.0007019326,0.0002780076,0.002130364,0.003724706,0.002762978,0.01294813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009513513,"threshold_uncertainty_score":0.0318259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2035565526","doi":"10.7840/kics.2012.37c.8.680","title":"Application of the Modified Real-Time Medical Information Standard for U-Healthcare Systems by Using HL7 and Modified MFER(TS-MFER)","year":2012,"lang":"en","type":"article","venue":"The Journal of Korean Institute of Communications and Information Sciences","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Cover (algebra); Health care; Healthcare system; Scheme (mathematics); Information system; Engineering; Mathematics","authors":[{"name":"Jin-U Uhm","is_ca":true},{"name":"Sang Hyun Park","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09548419401732164,"gpt":0.4197071947712717,"spread":0.3242230007539501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006430451,0.0003963575,0.000348016,0.001869043,0.0006608753,0.002381833,0.001341057,0.001951452,0.004562996],"category_scores_gemma":[0.01500701,0.0002256873,0.0007202015,0.001516717,0.0009293411,0.003360818,0.002286247,0.001649069,0.003318008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497005,"about_ca_system_score_gemma":0.002510946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003072216,"about_ca_topic_score_gemma":0.001177006,"domain_scores_codex":[0.9913574,0.002951473,0.001526777,0.0006462248,0.00297568,0.0005425172],"domain_scores_gemma":[0.9917304,0.001384429,0.0004746995,0.001652437,0.004490793,0.0002672118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008024971,0.0002140365,0.004805218,0.001139019,0.00007204484,0.001420839,0.003185196,0.004112907,0.0407156,0.1854616,0.09048466,0.6675863],"study_design_scores_gemma":[0.0002009265,0.0007706005,0.007744581,0.0007624897,0.0001470175,0.003157638,0.001103518,0.04033954,0.06755887,0.02633303,0.851541,0.0003407599],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03621565,0.003486757,0.8555236,0.00722607,0.00393839,0.002402162,0.001704991,0.00964106,0.07986141],"genre_scores_gemma":[0.3586389,0.003255187,0.5797213,0.00464015,0.001791761,0.00222461,0.005483492,0.000872173,0.04337236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006430451,"threshold_uncertainty_score":0.03400785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400409959","doi":"10.1109/access.2024.3424658","title":"IoT Devices Modular Security Approach Using Positioning Security Engine","year":2024,"lang":"en","type":"article","venue":"IEEE Access","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Transport Layer Security; Computer security; Authentication (law); Key (lock); Modular design; Mobile device; Security association; Computer network; Cloud computing; Cloud computing security; Security information and event management; Encryption; Operating system","authors":[{"name":"Jean G. V. Etibou","is_ca":true},{"name":"Samuel Pierre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1371924694355291,"gpt":0.4963506719654607,"spread":0.3591582025299316,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000429408,0.0006402343,0.0002894406,0.0004991119,0.0002780424,0.0007503523,0.0008127487,0.0005824948,0.002632334],"category_scores_gemma":[0.0006924387,0.0002559947,0.0007344997,0.000219621,0.0003800019,0.001372838,0.001008367,0.0006846191,0.001124185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626056,"about_ca_system_score_gemma":0.0005015729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005226267,"about_ca_topic_score_gemma":0.0003641977,"domain_scores_codex":[0.9993985,0.0001102474,0.00005430117,0.0001172404,0.0002183517,0.0001013477],"domain_scores_gemma":[0.9997265,0.00003962916,0.00003448565,0.0001020404,0.00007757296,0.0000197577],"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":[0.0007601749,0.0003500046,0.01001099,0.0007414792,0.0003413305,0.001155239,0.0007244266,0.3165204,0.3038085,0.1307341,0.003666109,0.2311872],"study_design_scores_gemma":[0.0001479621,0.001308379,0.004689463,0.000115234,0.0003398848,0.001309809,0.0001246127,0.6801388,0.2245372,0.01610029,0.07103615,0.0001521882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07974936,0.0003108455,0.9028608,0.0002263622,0.0001433416,0.0003565117,0.00008669288,0.003508491,0.0127576],"genre_scores_gemma":[0.7917881,0.0003851348,0.1976234,0.000153317,0.00003830239,0.0002570828,0.0002280579,0.0001583438,0.009368259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002632334,"threshold_uncertainty_score":0.00880599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285099486","doi":"10.18280/jesa.550315","title":"Selection Algorithm for Reducing IoT Service Delay in the Smart Factory","year":2022,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Server; Computer science; Factory (object-oriented programming); Cloud computing; Enhanced Data Rates for GSM Evolution; Edge computing; Scheduling (production processes); Digitization; Real-time computing; Computer network; Quality of service; Edge device; Algorithm; Engineering; Operating system; Telecommunications","authors":[{"name":"Rawaa Ammar Razooqi","is_ca":false},{"name":"Hassan Jaleel Hassan","is_ca":false},{"name":"Ghaida Muttashar Abdel Saheb","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07371986060885662,"gpt":0.3813364622872046,"spread":0.307616601678348,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046528,0.0006338565,0.0008863976,0.0007799136,0.001162092,0.00117487,0.001007666,0.0005928902,0.002604416],"category_scores_gemma":[0.002437074,0.0002348159,0.0004978556,0.0007951353,0.0004174743,0.001026554,0.0006414586,0.0005601221,0.0004452365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009591975,"about_ca_system_score_gemma":0.002152895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003588851,"about_ca_topic_score_gemma":0.00252594,"domain_scores_codex":[0.9990024,0.0001464261,0.00008934951,0.0002397561,0.0002809887,0.0002411871],"domain_scores_gemma":[0.9985006,0.0006045778,0.0001767721,0.0000993922,0.000450015,0.0001686089],"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":[0.001990605,0.0006261059,0.01103227,0.0002208075,0.0001131648,0.0005438671,0.0005274649,0.496701,0.05584431,0.02021813,0.007350957,0.4048313],"study_design_scores_gemma":[0.00008397648,0.0002578046,0.001125557,0.000007741719,0.00003611928,0.0001718051,0.0001230404,0.985041,0.007736498,0.00338948,0.002003973,0.00002306063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1376915,0.0004553397,0.8561841,0.0003986882,0.0001839323,0.0002112139,0.00008542363,0.0009419196,0.003847842],"genre_scores_gemma":[0.859603,0.0002284531,0.1359066,0.000160587,0.00008816132,0.000138474,0.0001714043,0.00006497267,0.003638398],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003588851,"threshold_uncertainty_score":0.008712649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2291974756","doi":"10.36033/kssj.35.2.200812.55","title":"Theories and Realities of FTA Formation between Korea and Canada","year":2008,"lang":"en","type":"article","venue":"Korean Social Science Journal","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Negotiation; Complementarity (molecular biology); Politics; International trade; Business; Political science; Economics","authors":[{"name":"Kim Seok Woo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07416888656769917,"gpt":0.3972942891618385,"spread":0.3231254025941394,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001736485,0.0001983127,0.0003582049,0.002269098,0.01737627,0.007995434,0.001931461,0.001238975,0.01099884],"category_scores_gemma":[0.009134498,0.0002306958,0.0004258844,0.004444913,0.00551016,0.002486112,0.003422507,0.002732461,0.0003174906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0904321,"about_ca_system_score_gemma":0.1061276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.986733,"about_ca_topic_score_gemma":0.9902973,"domain_scores_codex":[0.9977276,0.0003254907,0.00006325909,0.0002173589,0.0003622253,0.001304143],"domain_scores_gemma":[0.9895728,0.002480471,0.001063291,0.0003084211,0.002633461,0.003941413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007239438,0.0004865428,0.4859588,0.0001375853,0.00008031015,0.001722953,0.1811367,0.002297278,0.0005670515,0.2579278,0.01948225,0.04947886],"study_design_scores_gemma":[0.00007414745,0.00006737991,0.2918366,0.0002166033,0.00005686834,0.0002046371,0.6494043,0.002969604,0.0004777375,0.01129206,0.04328993,0.0001101051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601812,0.0004056561,0.0001980194,0.005403036,0.00002590333,0.00003743817,0.0004260243,0.00001513928,0.03330751],"genre_scores_gemma":[0.9967989,0.0001205232,0.00006232769,0.000116694,0.000002379017,0.000007677211,0.00008916297,0.000004802668,0.002797561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0904321,"threshold_uncertainty_score":0.6561339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408258187","doi":"10.1109/tencon61640.2024.10902801","title":"Development of an RAG-Based LLM Chatbot for Enhancing Technical Support Service","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Chatbot; Computer science; Service (business); World Wide Web; Business; Marketing","authors":[{"name":"Hwayeon Lee","is_ca":false},{"name":"Kevin Kei Ching Hung","is_ca":false},{"name":"Gary Man","is_ca":false},{"name":"Raymond Y. N. Ho","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1313261452970166,"gpt":0.4952071209599493,"spread":0.3638809756629328,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003488936,0.001350582,0.0006486959,0.001031418,0.0007141525,0.0008039239,0.002378795,0.001563173,0.01370988],"category_scores_gemma":[0.008055172,0.0004948801,0.0005512841,0.0003098398,0.000562605,0.001929335,0.00220024,0.00113738,0.005106435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006901145,"about_ca_system_score_gemma":0.001012972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287906,"about_ca_topic_score_gemma":0.001670078,"domain_scores_codex":[0.9983616,0.0006876882,0.0001070979,0.0003669726,0.0003150543,0.0001615677],"domain_scores_gemma":[0.9942726,0.003276617,0.0002697408,0.0005479422,0.0009130358,0.0007200806],"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":[0.002476477,0.004099322,0.009072931,0.002207479,0.0001364171,0.003972006,0.007851519,0.01664516,0.2028609,0.005546764,0.06314434,0.6819866],"study_design_scores_gemma":[0.000940095,0.006919016,0.0176534,0.0005799993,0.000259097,0.003664981,0.003421936,0.711434,0.1056895,0.006480071,0.142417,0.0005408297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.205209,0.0003884038,0.6486221,0.001378802,0.0005251501,0.003861557,0.001064503,0.1237243,0.01522625],"genre_scores_gemma":[0.3501176,0.0001191638,0.6225327,0.0008162649,0.0001044315,0.001744179,0.001973071,0.001393775,0.02119886],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01370988,"threshold_uncertainty_score":0.04586411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399977849","doi":"10.5539/jsd.v17n4p35","title":"The Effect of Applying Artificial Intelligence in Architecture College Developing Design Process","year":2024,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Architecture; Process (computing); Computer science; Artificial intelligence; Geography; Archaeology; Operating system","authors":[{"name":"Hind Abdelmoneim Khogali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05217900504314697,"gpt":0.4088981393821394,"spread":0.3567191343389924,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01086217,0.0003870366,0.000255771,0.001376617,0.001275651,0.00385508,0.0008661716,0.0007773601,0.003718206],"category_scores_gemma":[0.06428058,0.000296647,0.0006668631,0.001221214,0.001472107,0.002209261,0.002272906,0.001530827,0.0005989561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002158638,"about_ca_system_score_gemma":0.003225414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841405,"about_ca_topic_score_gemma":0.001857451,"domain_scores_codex":[0.9741879,0.01865838,0.0009450461,0.0009978402,0.004071949,0.001138895],"domain_scores_gemma":[0.8962393,0.07926226,0.007794254,0.004918548,0.007644819,0.004140816],"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":[0.001773533,0.007243314,0.1675797,0.001391098,0.0002038816,0.000671361,0.06283035,0.01255498,0.0195897,0.01587526,0.003618892,0.706668],"study_design_scores_gemma":[0.0005808586,0.01156921,0.597438,0.001425841,0.0008921137,0.001165702,0.1287065,0.03279674,0.04768011,0.02208076,0.1553417,0.0003226503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555765,0.0002536464,0.006531885,0.0009347451,0.00004085731,0.0002253496,0.00001423706,0.0001681211,0.03625449],"genre_scores_gemma":[0.9896573,0.0002435458,0.007371276,0.0001193926,0.00001200666,0.00007897311,0.00001754114,0.00001877412,0.002481061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01086217,"threshold_uncertainty_score":0.05744535,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2884405336","doi":"10.1109/ichi.2018.00018","title":"Defining the Functional Requirements for the NFC-Based Medication Administration and Clinical Communication System","year":2018,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Healthcare system; Systems design; Wireless; Health care; Risk analysis (engineering); Communications system; Administration (probate law); Health professionals; Process management; Software engineering; Engineering; Medicine; Telecommunications","authors":[{"name":"Maali Alabdulhafith","is_ca":true},{"name":"Srinivas Sampalli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2566458041702874,"gpt":0.5374631583794972,"spread":0.2808173542092098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01044909,0.0009283124,0.0004744127,0.001871781,0.001871245,0.004529421,0.001845455,0.003329595,0.002906376],"category_scores_gemma":[0.03216879,0.0007658168,0.0007575694,0.0005344012,0.004336156,0.003946929,0.00194008,0.001741478,0.001455995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002541216,"about_ca_system_score_gemma":0.005288247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006575086,"about_ca_topic_score_gemma":0.002308446,"domain_scores_codex":[0.9856462,0.005761836,0.002155264,0.001044423,0.004378719,0.001013649],"domain_scores_gemma":[0.9688182,0.01884205,0.001959497,0.002516052,0.00728834,0.0005759674],"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":[0.0004576788,0.0006680675,0.01437681,0.002089853,0.00007999165,0.003829712,0.01872034,0.05111409,0.09163979,0.6612646,0.006376675,0.1493824],"study_design_scores_gemma":[0.000264901,0.001801989,0.01834957,0.002568727,0.0002345283,0.007019332,0.009204458,0.4369006,0.1391174,0.1938367,0.1902677,0.0004341671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08640307,0.0002636019,0.8700235,0.002706837,0.00009661068,0.002078119,0.0002881911,0.001173903,0.03696613],"genre_scores_gemma":[0.4742169,0.0002328614,0.5160147,0.0006445737,0.00006801007,0.002607389,0.0004500723,0.00022997,0.005535448],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01044909,"threshold_uncertainty_score":0.05526078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402811449","doi":"10.1109/csr61664.2024.10679476","title":"A Privacy-Preserving and Secure Scheme for Online Payment in the Realm of Mobile Commerce","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Realm; Internet privacy; Computer science; Scheme (mathematics); Computer security; Payment; Mobile payment; Information privacy; Mobile commerce; World Wide Web","authors":[{"name":"Mohammad Rasool Momeni","is_ca":true},{"name":"Abdollah Jabbari","is_ca":true},{"name":"Carol Fung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1215034055504619,"gpt":0.4984304608441248,"spread":0.3769270552936629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003495493,0.0005758656,0.001250471,0.001037091,0.003357046,0.00266196,0.002149776,0.003401793,0.003356369],"category_scores_gemma":[0.006609085,0.0005242487,0.001321292,0.002040129,0.002480246,0.007072405,0.005506764,0.003102066,0.001396713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493527,"about_ca_system_score_gemma":0.003663042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007421382,"about_ca_topic_score_gemma":0.0005361113,"domain_scores_codex":[0.9942604,0.001920407,0.0006510439,0.0007266165,0.001790429,0.0006510803],"domain_scores_gemma":[0.9960904,0.001016943,0.0004649373,0.001592208,0.0005712871,0.0002643098],"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":[0.0008032455,0.0003691256,0.00136236,0.0004365535,0.00009944644,0.001067481,0.001273102,0.02560963,0.03937417,0.7620404,0.008311403,0.1592531],"study_design_scores_gemma":[0.0005745933,0.0008735229,0.001089958,0.000221231,0.0002268235,0.003649,0.0003456209,0.4227738,0.04238063,0.4425164,0.08494582,0.0004026715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03227658,0.000532172,0.9557632,0.001715909,0.0002873981,0.0007948768,0.0002126127,0.0006767454,0.007740632],"genre_scores_gemma":[0.6938709,0.0008144473,0.2915586,0.000761021,0.0002604154,0.0009530379,0.0003633349,0.00008251786,0.01133567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003495493,"threshold_uncertainty_score":0.0184862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2346522083","doi":"10.15353/joci.v12i1.3216","title":"Abuse Prevention of Street Camera Network by Browsing-History Disclosure","year":2016,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Suspect; Internet privacy; Tracking (education); Computer security; Order (exchange); Deterrence theory; Computer science; Criminology; Business; Sociology; Political science; Law","authors":[{"name":"Yusaku Fujii","is_ca":false},{"name":"Noriaki Yoshiura","is_ca":false},{"name":"Naoya Ohta","is_ca":false},{"name":"Akihiro Takita","is_ca":false},{"name":"Hiroshi Ueda","is_ca":false},{"name":"Koichi Maru","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08405134259123653,"gpt":0.3872067565149003,"spread":0.3031554139236638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002140285,0.000431104,0.0004060324,0.00146903,0.001416028,0.001733332,0.001189154,0.001248722,0.003097847],"category_scores_gemma":[0.01196085,0.0001848341,0.0004895978,0.0006857148,0.001750172,0.003057298,0.002538903,0.00117405,0.0004520908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005968087,"about_ca_system_score_gemma":0.001707628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001917608,"about_ca_topic_score_gemma":0.00264315,"domain_scores_codex":[0.9969103,0.001384685,0.0001431689,0.0002883104,0.0009427935,0.0003307649],"domain_scores_gemma":[0.9911618,0.002771543,0.00269044,0.00166076,0.001148491,0.000567004],"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":[0.0003884443,0.001774589,0.1020947,0.0008701088,0.0001470231,0.001919497,0.006781573,0.003663207,0.01229094,0.3144873,0.0106338,0.5449488],"study_design_scores_gemma":[0.0003153673,0.005270021,0.1746466,0.004026515,0.001595192,0.02936204,0.02414564,0.1902002,0.06840411,0.2909963,0.2104627,0.000575355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6591827,0.004560865,0.1609112,0.01069665,0.0004495305,0.0009888563,0.0001719814,0.0005092862,0.1625289],"genre_scores_gemma":[0.9836626,0.0006473755,0.01100259,0.0003561391,0.00007205582,0.0001043612,0.00003081183,0.000008683071,0.004115453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003097847,"threshold_uncertainty_score":0.01131904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392141982","doi":"10.5220/0012368000003657","title":"Development of a Machine Learning Based in-Home Physical Activity Monitoring System Using Wrist Actigraphy and Real-Time Location System","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Actigraphy; Wrist; Computer science; Artificial intelligence; Real-time computing; Simulation; Machine learning; Medicine","authors":[{"name":"Seyyed Mahdi Torabi","is_ca":true},{"name":"Mohammad Rasoul Narimani","is_ca":true},{"name":"Edward Park","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07005022551088513,"gpt":0.409805024630194,"spread":0.3397547991193089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868708,0.0005069881,0.0008294093,0.0005175911,0.000282291,0.000502833,0.0009516557,0.0005102679,0.003099944],"category_scores_gemma":[0.0004474242,0.0002731046,0.0002965287,0.0003951493,0.0001179005,0.0005352206,0.0003814346,0.0003885647,0.002087005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509924,"about_ca_system_score_gemma":0.0006207494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003334047,"about_ca_topic_score_gemma":0.003992642,"domain_scores_codex":[0.9996703,0.00003297115,0.00003116943,0.0001111674,0.0001230388,0.0000314139],"domain_scores_gemma":[0.9996678,0.00003941513,0.0000321889,0.00003540118,0.0001936982,0.00003165189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008485531,0.001381126,0.03824484,0.0004832108,0.000263686,0.001146588,0.000251062,0.01225151,0.2767888,0.001171511,0.01822314,0.6489461],"study_design_scores_gemma":[0.0003446993,0.001453574,0.08974579,0.00009309381,0.0004010754,0.002247222,0.0002613354,0.6263413,0.2477115,0.001087165,0.03015387,0.0001593222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2485376,0.0005868215,0.715517,0.0006619598,0.0005194321,0.0009523481,0.00164322,0.02294714,0.008634514],"genre_scores_gemma":[0.7355952,0.0003423111,0.2457443,0.0006474549,0.0001471495,0.0005914544,0.001543574,0.0001808985,0.01520762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003334047,"threshold_uncertainty_score":0.01037037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392412601","doi":"10.1109/swc57546.2023.10449074","title":"A Recommender System for an Online Game Platform in the Metaverse","year":2023,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Recommender system; Computer science; Metaverse; World Wide Web; Human–computer interaction; Multimedia; Virtual reality","authors":[{"name":"Brett M. Adamson","is_ca":true},{"name":"Michael J. Bathie","is_ca":true},{"name":"Carson K. Leung","is_ca":true},{"name":"Jordan D. Portz","is_ca":true},{"name":"Emmanuel S. Valete","is_ca":true},{"name":"Cole T. Voelpel","is_ca":true},{"name":"Adam G.M. Pazdor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5401668917571744,"gpt":0.5357905051245518,"spread":0.00437638663262252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344356,0.0009591586,0.001049549,0.001437772,0.001189461,0.001841443,0.001788728,0.001970986,0.006139582],"category_scores_gemma":[0.003287886,0.0005331287,0.001320876,0.0007949743,0.0002484695,0.002309096,0.0009763588,0.00137506,0.003072171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000709756,"about_ca_system_score_gemma":0.001046433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01648076,"about_ca_topic_score_gemma":0.03944286,"domain_scores_codex":[0.9994795,0.0001053836,0.00005149728,0.000159887,0.0001534592,0.0000503331],"domain_scores_gemma":[0.9985561,0.000415387,0.00007631503,0.0002297216,0.0005106814,0.0002118433],"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":[0.00206852,0.002827123,0.03603376,0.0009486924,0.0009616482,0.003565585,0.001772517,0.06616618,0.09476421,0.02823105,0.05330734,0.7093534],"study_design_scores_gemma":[0.0001474019,0.0008998264,0.00490351,0.00006684496,0.0002781562,0.0010104,0.0003099384,0.9501394,0.01296198,0.003737648,0.02537734,0.0001675457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1697799,0.001196948,0.792772,0.00174723,0.000548526,0.0009681767,0.001173823,0.01670082,0.01511259],"genre_scores_gemma":[0.508247,0.0008157322,0.4575217,0.0005461358,0.0001546499,0.0003903814,0.001952551,0.0003120872,0.03005975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01648076,"threshold_uncertainty_score":0.03276968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415128312","doi":"10.1093/tse/tdaf037","title":"A driving risk prediction method for elderly drivers considering data imbalance and feature extraction","year":2025,"lang":"en","type":"article","venue":"Transportation Safety and Environment","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of Education and Child Care","funders":"National Natural Science Foundation of China","keywords":"Categorical variable; Reliability (semiconductor); Artificial neural network; Feature (linguistics); Feature extraction; Hazard; Residual; Poison control","authors":[{"name":"Yutong Ma","is_ca":true},{"name":"Zhu Duan","is_ca":true},{"name":"Jiangxun Liu","is_ca":true},{"name":"Dingya Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04077481255200655,"gpt":0.3913958139965679,"spread":0.3506210014445613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005355439,0.0006037442,0.0004718814,0.0008743581,0.0002199884,0.0003957879,0.0005725779,0.0003928469,0.0006086685],"category_scores_gemma":[0.0009301415,0.0001992756,0.0005565208,0.000374965,0.0001277939,0.0005034152,0.0004801299,0.000499247,0.0002086446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958574,"about_ca_system_score_gemma":0.0005399668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008005088,"about_ca_topic_score_gemma":0.005978303,"domain_scores_codex":[0.9998351,0.00001761533,0.00001218123,0.00005860297,0.0000383449,0.00003803191],"domain_scores_gemma":[0.9997391,0.00005134616,0.00003352889,0.00002076282,0.0001324181,0.00002291359],"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":[0.0008551718,0.0006163609,0.1003014,0.00009695123,0.0003037481,0.0007346698,0.0002226509,0.372671,0.01854405,0.001127486,0.004550079,0.4999764],"study_design_scores_gemma":[0.000004664692,0.00005296989,0.006540064,0.000005001874,0.00002648743,0.00004496534,0.00002475603,0.9911022,0.001592641,0.0003450217,0.000254625,0.000006580636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7085285,0.0007510953,0.2869724,0.0003765279,0.0001369816,0.0001114268,0.0005781566,0.0008421897,0.001702715],"genre_scores_gemma":[0.9858488,0.0001237659,0.01241039,0.00003828663,0.00003205576,0.00003180603,0.0004747109,0.00001091037,0.001029287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008005088,"threshold_uncertainty_score":0.015917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414604198","doi":"10.1109/tifs.2025.3615515","title":"Privacy-Preserving Authentication for Unlinkable Avatars in the Metaverse","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Information Forensics and Security","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metaverse; Anonymity; Avatar; Authentication (law); Overhead (engineering); Cryptography; Service (business); Protocol (science)","authors":[{"name":"Mohamed Mobarak","is_ca":true},{"name":"Riham AlTawy","is_ca":true},{"name":"Amr Youssef","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03988622023648978,"gpt":0.3795426307242236,"spread":0.3396564104877338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005873708,0.000830946,0.001224492,0.0009938835,0.002264931,0.005341672,0.002264572,0.002688382,0.00417472],"category_scores_gemma":[0.0132635,0.0007097434,0.001681905,0.001041854,0.003754206,0.01195895,0.01189888,0.003191492,0.002323947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209171,"about_ca_system_score_gemma":0.002032247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007001971,"about_ca_topic_score_gemma":0.000494723,"domain_scores_codex":[0.9922453,0.002735728,0.0008781189,0.000926703,0.00235006,0.0008640759],"domain_scores_gemma":[0.9838991,0.003280187,0.001621941,0.008731704,0.001615517,0.0008515605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001547184,0.0003079017,0.005303045,0.0003357368,0.0001062161,0.001755721,0.005252939,0.02254916,0.05268466,0.8199872,0.003922648,0.08624759],"study_design_scores_gemma":[0.0002884472,0.0008239552,0.001126952,0.000240185,0.0001613178,0.002504588,0.001348979,0.4166612,0.1260807,0.3879845,0.06253501,0.0002440998],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07429924,0.00021616,0.9108601,0.0005951761,0.0001915252,0.0002795038,0.0001267215,0.002178424,0.01125315],"genre_scores_gemma":[0.8908843,0.0002033936,0.09740077,0.0001716834,0.00009083417,0.0002794852,0.0002103806,0.0001827055,0.01057651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005873708,"threshold_uncertainty_score":0.0310635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2582221108","doi":"10.1016/j.comcom.2017.01.008","title":"Special Section on Mobile Content Delivery Networks","year":2017,"lang":"en","type":"article","venue":"Computer Communications","topic":"Innovation in Digital Healthcare Systems","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 Waterloo","funders":"","keywords":"Computer science; Context (archaeology); Wireless sensor network; Software deployment; Wireless network; Quality of service; Computer network; Service (business); Wireless; Control (management); Telecommunications; Artificial intelligence; Software engineering","authors":[{"name":"Pin‐Han Ho","is_ca":true},{"name":"Mingfu Li","is_ca":false},{"name":"Hsiang‐Fu Yu","is_ca":false},{"name":"Xiaohong Jiang","is_ca":false},{"name":"György Dán","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2906388759526602,"gpt":0.4599203524669887,"spread":0.1692814765143285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001730203,0.002081169,0.002158542,0.003837714,0.002156622,0.004302804,0.00204697,0.008101076,0.04368188],"category_scores_gemma":[0.005793368,0.0006899682,0.001192524,0.002601553,0.001417639,0.00338763,0.002319219,0.005327996,0.01832802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848741,"about_ca_system_score_gemma":0.002149288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382165,"about_ca_topic_score_gemma":0.005077437,"domain_scores_codex":[0.9984439,0.0002054727,0.0001748587,0.0002887101,0.0006639367,0.0002231764],"domain_scores_gemma":[0.9923666,0.002368951,0.0007919886,0.0004703343,0.002597732,0.001404309],"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":[0.00003354996,0.00004767452,0.0001999522,0.0002884275,0.00001180147,0.0002587941,0.00001592004,0.0001326192,0.0004563589,0.001381292,0.9681525,0.02902116],"study_design_scores_gemma":[0.000007093964,0.00006434035,0.0007265778,0.0002607084,0.00001276322,0.0004433952,0.00002541343,0.0001830936,0.0001279214,0.0008784711,0.9972589,0.00001126349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005316528,0.01813816,0.001162706,0.03088642,0.9162231,0.00008576097,0.0002153191,0.0001841162,0.03257272],"genre_scores_gemma":[0.002432579,0.01878532,0.0003380893,0.01853851,0.8814602,0.00009411234,0.000238695,0.0001360034,0.07797646],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04368188,"threshold_uncertainty_score":0.1461305,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W197296557","doi":"10.1007/1-4020-5392-4_7","title":"User Education and Legal Issues of Spatial Database Systems","year":2007,"lang":"en","type":"book-chapter","venue":"The Geojournal library","topic":"Innovation in Digital Healthcare Systems","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 Waterloo","funders":"","keywords":"Computer science; Database; Information retrieval; Data science","authors":[{"name":"Albert K. W. Yeung","is_ca":false},{"name":"G. Brent Hall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06956851033616734,"gpt":0.3955386159225152,"spread":0.3259701055863478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01900877,0.0003037821,0.0005457095,0.002570206,0.005631373,0.02201093,0.002444034,0.009662529,0.01660426],"category_scores_gemma":[0.06126951,0.001042751,0.0005306567,0.003399984,0.0166189,0.02209567,0.00481485,0.008205808,0.001719979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005597073,"about_ca_system_score_gemma":0.007934724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01880042,"about_ca_topic_score_gemma":0.0190168,"domain_scores_codex":[0.9842519,0.008372209,0.0007367797,0.0007111594,0.004749184,0.00117884],"domain_scores_gemma":[0.9097362,0.07674363,0.001556966,0.00412716,0.006540122,0.001295937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006235589,0.00002833199,0.0002556156,0.00003368257,0.00000183497,0.00005932637,0.002238412,0.0002015692,0.00002633275,0.9625234,0.01773089,0.01689447],"study_design_scores_gemma":[0.00001321859,0.00002076389,0.0006378385,0.0004265534,0.00001212677,0.0003345824,0.003384417,0.002577925,0.00051638,0.6203082,0.3717394,0.00002859733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01613628,0.01236744,0.02717117,0.1614242,0.00088818,0.00005116273,0.0001056602,0.0001861258,0.7816698],"genre_scores_gemma":[0.6122169,0.01308777,0.01688308,0.021059,0.003035613,0.0001939178,0.0001277203,0.0004196958,0.3329763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02201093,"threshold_uncertainty_score":0.1005292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411948799","doi":"10.1109/jiot.2025.3585056","title":"A TEE-Guarded Data Management System for Time-Scale Data in Industrial Internet of Things","year":2025,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Internet of Things; Industrial Internet; Scale (ratio); The Internet; Data management; Data modeling; Computer security; World Wide Web; Database","authors":[{"name":"Chen Zhou","is_ca":true},{"name":"Masoud Barati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1532907682948497,"gpt":0.4364534287233776,"spread":0.2831626604285279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276125,0.0005090643,0.0007438233,0.0007100989,0.001041636,0.001679197,0.001729997,0.0008786789,0.003706828],"category_scores_gemma":[0.001934959,0.0003583709,0.0004129451,0.0007129027,0.0007011219,0.002695355,0.002636076,0.001293975,0.001678743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006382728,"about_ca_system_score_gemma":0.001125668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723936,"about_ca_topic_score_gemma":0.001131717,"domain_scores_codex":[0.9988108,0.0001352922,0.0001723691,0.0002914811,0.0004312001,0.0001589081],"domain_scores_gemma":[0.9986155,0.0001389362,0.0001510057,0.0005403934,0.0003437066,0.0002105252],"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":[0.004266367,0.001132247,0.01769617,0.001155059,0.0004390288,0.003816599,0.004006597,0.02249147,0.2262603,0.09285793,0.1113217,0.5145567],"study_design_scores_gemma":[0.0004195553,0.001275553,0.008871379,0.0002270487,0.0003218307,0.002377056,0.0005431547,0.5035998,0.1673981,0.02057706,0.294009,0.000380532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07305308,0.001121271,0.8367463,0.0009170166,0.0006243635,0.001046368,0.0008759032,0.06544108,0.02017461],"genre_scores_gemma":[0.7816417,0.000575092,0.1920425,0.0009442222,0.0001895129,0.0006845989,0.002437463,0.001027265,0.0204576],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003706828,"threshold_uncertainty_score":0.01240063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409209539","doi":"10.18280/ijsdp.200309","title":"System Service Quality Factors and Their Impact on User Satisfaction and Continuance Intention to Use M-Health: The Moderating Influence of Monetary Cost","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Continuance; Service quality; Business; User satisfaction; Quality (philosophy); Environmental economics; Marketing; Service (business); Psychology; Economics; Social psychology; Computer science","authors":[{"name":"Samer Ali Al–shami","is_ca":false},{"name":"Titik Kusmantini","is_ca":false},{"name":"Suci Purwandari","is_ca":false},{"name":"Muhammad Nadeem Sharif","is_ca":false},{"name":"Mohamed Doheir","is_ca":false},{"name":"Nurulizwa Rashid","is_ca":false},{"name":"N.B. Yaacob","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06735005071773215,"gpt":0.4159654899832607,"spread":0.3486154392655286,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002262389,0.000295528,0.0004486734,0.0008095676,0.0005942836,0.0015533,0.0002550633,0.0005144012,0.004665802],"category_scores_gemma":[0.01124064,0.0001864724,0.001352312,0.001109799,0.000504242,0.0006751083,0.001002817,0.0009214161,0.0002475128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008499872,"about_ca_system_score_gemma":0.001772182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126893,"about_ca_topic_score_gemma":0.01189417,"domain_scores_codex":[0.9978149,0.001009531,0.0002127533,0.0001445323,0.0003705158,0.0004476461],"domain_scores_gemma":[0.9872152,0.006880933,0.002953107,0.0003758566,0.001102628,0.001472389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000235714,0.0003756922,0.987866,0.00006389258,0.0002398321,0.00005886403,0.0008227703,0.0001977495,0.0002597203,0.0002078602,0.00009656346,0.009575209],"study_design_scores_gemma":[0.00001027401,0.0003806423,0.9962677,0.00003812837,0.0001376018,0.00003985456,0.001322169,0.001194238,0.0001542352,0.0001511837,0.0002957188,0.000008135979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981344,0.0002041202,0.0002428872,0.0002209125,0.000007678441,0.00002001289,0.0001032781,0.000005475302,0.001061227],"genre_scores_gemma":[0.9995704,0.00005830197,0.0001093026,0.00003364176,0.000004635712,0.00001193331,0.00005089982,0.000001642428,0.0001591968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0126893,"threshold_uncertainty_score":0.02523088,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7015550489","doi":"","title":"A Study on tele-collaborative product development","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1683613476784509,"gpt":0.4390795691603132,"spread":0.2707182214818622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007546559,0.0002862907,0.0004946523,0.001973902,0.004552171,0.003107788,0.001015564,0.001863061,0.02324381],"category_scores_gemma":[0.04598077,0.0002916447,0.0004838896,0.001670978,0.001389697,0.002728062,0.001814966,0.001777707,0.002845907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244434,"about_ca_system_score_gemma":0.004563672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005397682,"about_ca_topic_score_gemma":0.008304485,"domain_scores_codex":[0.991421,0.004271865,0.0005345334,0.0007202983,0.002337241,0.0007149219],"domain_scores_gemma":[0.9158875,0.0571123,0.004331444,0.003336188,0.01406322,0.005269349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003433565,0.02991639,0.3239273,0.002610698,0.0001354442,0.007114262,0.3631633,0.0001561182,0.004152944,0.005296895,0.02148404,0.2386091],"study_design_scores_gemma":[0.0008413723,0.01699818,0.4828747,0.001034847,0.0001935141,0.002716727,0.3599059,0.0004323128,0.00534585,0.0008819461,0.1286275,0.0001471525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772007,0.000438899,0.0001725945,0.0008068982,0.00009380275,0.0003858988,0.0001069028,0.000009461904,0.02078483],"genre_scores_gemma":[0.9747968,0.000534531,0.0002804194,0.001084276,0.00005720585,0.0003320802,0.0001179254,0.0000167002,0.02278008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02324381,"threshold_uncertainty_score":0.07775831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7016493151","doi":"","title":"전자의무기록과 원격의료에 대한 법적 고찰","year":2001,"lang":"ko","type":"dissertation","venue":"YUHSpace (Yonsei University Medical Library)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Nucleofection; Fusible alloy; Sulfinpyrazone; TSG101; Articular cartilage damage; Hyporeflexia","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02823544262206003,"gpt":0.3411503207591776,"spread":0.3129148781371175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004257272,0.0007413512,0.0004927182,0.00213596,0.005031977,0.01258606,0.001190329,0.002458731,0.0289526],"category_scores_gemma":[0.008956161,0.0004826282,0.0007819397,0.001872162,0.01259021,0.01217345,0.004217528,0.004223678,0.008995689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006167282,"about_ca_system_score_gemma":0.01062638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059488,"about_ca_topic_score_gemma":0.008756544,"domain_scores_codex":[0.9952555,0.00172418,0.0002966272,0.0009877419,0.001296443,0.0004394519],"domain_scores_gemma":[0.9947364,0.001694468,0.0005140257,0.0004938308,0.00188095,0.0006803651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004618101,0.00006203072,0.002915409,0.0004180345,0.0000541547,0.0002688273,0.01083429,0.0005467391,0.0006947041,0.8631997,0.04981479,0.07114529],"study_design_scores_gemma":[0.00003211764,0.00005070911,0.003585923,0.000891407,0.00005184915,0.0003203836,0.01309489,0.00082329,0.0007574,0.3128258,0.667501,0.00006526255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01869509,0.007175832,0.02389497,0.04563822,0.002227129,0.000233244,0.0006345293,0.0002946429,0.9012064],"genre_scores_gemma":[0.699668,0.01536547,0.03341655,0.01482103,0.002188452,0.0006747831,0.0009572154,0.0004891398,0.2324194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0289526,"threshold_uncertainty_score":0.09685612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6986397222","doi":"","title":"Physiotherapy practices and third party payers: issues in professional ethics in the Prairie provinces","year":2016,"lang":"en","type":"other","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Institutes of Health Research","funders":"Ontario Physiotherapy Association","keywords":"Professional ethics; Rehabilitation; Third party; Research ethics; Health professionals; Ethics committee","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03551624570773569,"gpt":0.3645921723417688,"spread":0.3290759266340331,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009418589,0.0001554424,0.0004272142,0.001799512,0.01373738,0.008348018,0.002443081,0.002574064,0.01357281],"category_scores_gemma":[0.03888398,0.0005421919,0.0003891998,0.005070262,0.005466043,0.002738236,0.005912428,0.003165134,0.0004827409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06081476,"about_ca_system_score_gemma":0.1968668,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9546206,"about_ca_topic_score_gemma":0.9786242,"domain_scores_codex":[0.9883937,0.003459906,0.0004741055,0.0003368529,0.003033317,0.004302079],"domain_scores_gemma":[0.9617111,0.01870531,0.00236228,0.001442457,0.0060436,0.009735188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003465703,0.000586307,0.1721604,0.0009010903,0.000106742,0.001960711,0.1928254,0.001138268,0.0004549915,0.2335764,0.1428134,0.2531298],"study_design_scores_gemma":[0.0001240625,0.00007287241,0.3508804,0.002125116,0.00004874678,0.0005809427,0.3542561,0.001493583,0.0003518703,0.02383324,0.2660972,0.0001358198],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4754052,0.01039667,0.001143563,0.2609456,0.0004332218,0.0002007977,0.001364003,0.00006135272,0.2500497],"genre_scores_gemma":[0.9387677,0.004866302,0.001288828,0.006612889,0.0000766416,0.000124432,0.0002772189,0.0000545943,0.04793146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974259,"threshold_uncertainty_score":0.4412441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6912375227","doi":"10.5281/zenodo.15618974","title":"감성 괴델 프레임워크: 자기진화형 감성추론 인공지능 설계","year":2025,"lang":"ko","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1211177743365477,"gpt":0.3907855907134088,"spread":0.2696678163768611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002017649,0.0005258981,0.0002852695,0.0007538092,0.001409484,0.004373119,0.0008526992,0.001394221,0.006807255],"category_scores_gemma":[0.002890667,0.000271952,0.0006583249,0.0004601175,0.007818207,0.00500087,0.002186782,0.001918483,0.001708512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001949994,"about_ca_system_score_gemma":0.001807912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491327,"about_ca_topic_score_gemma":0.002202626,"domain_scores_codex":[0.9986565,0.0006256566,0.00007368266,0.0002449189,0.0002443715,0.000154833],"domain_scores_gemma":[0.9991516,0.0003111272,0.00008736164,0.0001256227,0.000195144,0.0001292813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000153496,0.000009148567,0.0001967378,0.00007645857,0.000007958942,0.0000566029,0.0009675662,0.0009914107,0.0005584793,0.9748902,0.002294385,0.01993569],"study_design_scores_gemma":[0.0000171366,0.00003591387,0.0004172188,0.0001043006,0.00001646691,0.0001911603,0.0009869377,0.009340361,0.001207426,0.8693709,0.1182842,0.00002789487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02017358,0.003220377,0.6659414,0.01261968,0.0008695398,0.0002201906,0.0002852871,0.000798726,0.2958713],"genre_scores_gemma":[0.6494793,0.001962366,0.2928308,0.002576036,0.0003950609,0.0004269904,0.0003676306,0.0002890154,0.05167285],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006807255,"threshold_uncertainty_score":0.02277255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6912311937","doi":"10.5281/zenodo.16751543","title":"감성 괴델 프레임워크: 자기진화형 감성추론 인공지능 설계","year":2025,"lang":"ko","type":"preprint","venue":"Open MIND","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2502233612923422,"gpt":0.5376909975611861,"spread":0.2874676362688439,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002250494,0.0005281105,0.000271028,0.0007809685,0.00147441,0.004534844,0.0008967265,0.001465725,0.006929934],"category_scores_gemma":[0.003360955,0.0002744463,0.0006372444,0.0004723877,0.008646291,0.005539547,0.002264327,0.001968514,0.001660564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001948984,"about_ca_system_score_gemma":0.001874981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002471136,"about_ca_topic_score_gemma":0.002199095,"domain_scores_codex":[0.9984977,0.0007301045,0.00007947593,0.0002632337,0.0002692714,0.0001602264],"domain_scores_gemma":[0.9989748,0.0003928249,0.0001047484,0.0001454645,0.0002322725,0.0001499573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001320714,0.000009243256,0.0001984948,0.00006961075,0.000007475508,0.00005472968,0.001068352,0.0008903712,0.0004842825,0.9764265,0.002243202,0.0185345],"study_design_scores_gemma":[0.00001549556,0.00003381901,0.0004061414,0.0001030148,0.000015253,0.0001869787,0.001090096,0.008608097,0.001093591,0.8742922,0.1141289,0.00002644035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02005132,0.002823611,0.6488628,0.01361999,0.0008218142,0.0002253666,0.0002605624,0.0007568709,0.3125776],"genre_scores_gemma":[0.6694915,0.001718403,0.2756265,0.002665572,0.000375965,0.0004175089,0.000324006,0.0002670238,0.04911351],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006929934,"threshold_uncertainty_score":0.02318293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4221126921","doi":"10.5954/icarob.2022.os23-5","title":"Recommendation an Emergency Patient Destinations by LightGBM","year":2022,"lang":"en","type":"article","venue":"Proceedings of International Conference on Artificial Life and Robotics","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Destinations; Medical emergency; Computer science; Medicine; Geography","authors":[{"name":"Ryota Kawaguchi","is_ca":false},{"name":"Masao Kubo","is_ca":false},{"name":"Hiroshi Sato","is_ca":false},{"name":"Daizoh Saitoh","is_ca":true},{"name":"Takao Oya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1399538805810804,"gpt":0.4163656937983438,"spread":0.2764118132172635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000595824,0.0008618191,0.001099157,0.003180023,0.0007236945,0.0009347181,0.001492532,0.001444154,0.004387633],"category_scores_gemma":[0.00226178,0.0003490287,0.001000522,0.002763676,0.0001927859,0.001254245,0.0008320969,0.000681753,0.002107877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009406338,"about_ca_system_score_gemma":0.001240383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03464499,"about_ca_topic_score_gemma":0.04416376,"domain_scores_codex":[0.999117,0.0001519365,0.00006631609,0.0002131276,0.0003228226,0.0001288239],"domain_scores_gemma":[0.9993067,0.000163582,0.00006783664,0.0001082866,0.0002801756,0.00007343646],"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":[0.00119928,0.0007267936,0.03279171,0.0006781838,0.0002843683,0.0003987107,0.000302423,0.04396578,0.01489027,0.002909169,0.06186474,0.8399885],"study_design_scores_gemma":[0.0002380508,0.0003446429,0.01276686,0.0001075462,0.000185269,0.0003813903,0.0003472126,0.9488244,0.008837602,0.00373293,0.02415011,0.00008389283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2598349,0.00716566,0.6872451,0.004456581,0.001381767,0.001298799,0.009836344,0.01268126,0.01609951],"genre_scores_gemma":[0.6990687,0.001193591,0.2802573,0.001061687,0.0003708802,0.000392245,0.006600407,0.0001283282,0.01092697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03464499,"threshold_uncertainty_score":0.0688867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399870171","doi":"10.23977/acss.2024.080218","title":"Design and Application of Emergency Communication System for Social Safety","year":2024,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science; Business; Computer security","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08849605907165993,"gpt":0.4479160317211119,"spread":0.359419972649452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003382073,0.0003760004,0.0002969729,0.0004052654,0.0006594829,0.0007552707,0.0006905471,0.0006993649,0.004120621],"category_scores_gemma":[0.0004438167,0.000171991,0.0003603756,0.0002462847,0.0002557356,0.0006509362,0.0005043496,0.0002865865,0.001291468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714283,"about_ca_system_score_gemma":0.000721569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001239843,"about_ca_topic_score_gemma":0.000710007,"domain_scores_codex":[0.9995597,0.0001086977,0.00002415552,0.00009531953,0.0001584411,0.00005363365],"domain_scores_gemma":[0.9998154,0.00001907424,0.00001123106,0.00001368318,0.0001213893,0.00001927609],"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":[0.0004609332,0.0002844256,0.006395571,0.001315738,0.0001710511,0.002106752,0.001732199,0.09170632,0.2706384,0.09818523,0.02800711,0.4989963],"study_design_scores_gemma":[0.0002203663,0.001484903,0.006690262,0.0002292715,0.0002774659,0.002629976,0.000718269,0.5861641,0.1258953,0.01468633,0.2608457,0.000158108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04039063,0.001371211,0.9102726,0.0006891995,0.0004971912,0.0005643826,0.0001067098,0.001444885,0.04466327],"genre_scores_gemma":[0.7746466,0.001529551,0.1814964,0.0003566726,0.0002320964,0.0008848365,0.0002743083,0.00009105291,0.0404885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004120621,"threshold_uncertainty_score":0.01378483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2959893803","doi":"10.38133/cnulawreview.2018.38.2.1","title":"Data Protection Laws on Publicly Available Data","year":2018,"lang":"en","type":"article","venue":"Institute for Legal Studies Chonnam National University","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Data Protection Act 1998; Personally identifiable information; Internet privacy; Information privacy law; Information privacy; Privacy laws of the United States; Privacy law; German; Right to privacy; Political science; Supreme court; Norm (philosophy); Law; Business; Privacy policy; Computer security; Privacy by Design; Computer science; Geography","authors":[{"name":"Kyung Sin Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6108154843177286,"gpt":0.5032571488885421,"spread":0.1075583354291865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04931159,0.001170579,0.002006189,0.004866397,0.005197875,0.01577653,0.00521868,0.0165298,0.03020618],"category_scores_gemma":[0.1910304,0.002415197,0.003499742,0.008772162,0.01129465,0.01342125,0.009804793,0.01519293,0.02616924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007538813,"about_ca_system_score_gemma":0.02167119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007248757,"about_ca_topic_score_gemma":0.003681446,"domain_scores_codex":[0.9168361,0.03127006,0.01097459,0.008664941,0.0269365,0.005317719],"domain_scores_gemma":[0.748771,0.1396316,0.01286326,0.07383513,0.02200745,0.002891686],"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":[0.0001943388,0.000136654,0.001846171,0.000765657,0.00006107078,0.000635586,0.004014473,0.0008683405,0.0015304,0.7940567,0.15482,0.04107071],"study_design_scores_gemma":[0.0001348029,0.00006165457,0.001420149,0.001977555,0.00005771994,0.0005769883,0.0006011591,0.001322649,0.002256265,0.1363173,0.8551944,0.00007937529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007874436,0.004513207,0.1054039,0.06887705,0.003292203,0.002232212,0.01406235,0.002310801,0.7914339],"genre_scores_gemma":[0.3919833,0.01432562,0.1091577,0.1415597,0.006834046,0.01423655,0.02480594,0.002562365,0.2945348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04931159,"threshold_uncertainty_score":0.2607877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6949534332","doi":"10.5281/zenodo.15618973","title":"감성 괴델 프레임워크: 자기진화형 감성추론 인공지능 설계","year":2025,"lang":"ko","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1211177743365477,"gpt":0.3907855907134088,"spread":0.2696678163768611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002017649,0.0005258981,0.0002852695,0.0007538092,0.001409484,0.004373119,0.0008526992,0.001394221,0.006807255],"category_scores_gemma":[0.002890667,0.000271952,0.0006583249,0.0004601175,0.007818207,0.00500087,0.002186782,0.001918483,0.001708512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001949994,"about_ca_system_score_gemma":0.001807912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491327,"about_ca_topic_score_gemma":0.002202626,"domain_scores_codex":[0.9986565,0.0006256566,0.00007368266,0.0002449189,0.0002443715,0.000154833],"domain_scores_gemma":[0.9991516,0.0003111272,0.00008736164,0.0001256227,0.000195144,0.0001292813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000153496,0.000009148567,0.0001967378,0.00007645857,0.000007958942,0.0000566029,0.0009675662,0.0009914107,0.0005584793,0.9748902,0.002294385,0.01993569],"study_design_scores_gemma":[0.0000171366,0.00003591387,0.0004172188,0.0001043006,0.00001646691,0.0001911603,0.0009869377,0.009340361,0.001207426,0.8693709,0.1182842,0.00002789487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02017358,0.003220377,0.6659414,0.01261968,0.0008695398,0.0002201906,0.0002852871,0.000798726,0.2958713],"genre_scores_gemma":[0.6494793,0.001962366,0.2928308,0.002576036,0.0003950609,0.0004269904,0.0003676306,0.0002890154,0.05167285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006807255,"threshold_uncertainty_score":0.02277255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413039991","doi":"10.3233/shti250864","title":"Development of Motion Detection Algorithm Using 3d Sensors for Patient Monitoring Support Service System","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MD Precision (Canada)","funders":"","keywords":"Computer science; Motion (physics); Service (business); Real-time computing; Motion sensors; Computer vision; Artificial intelligence; Algorithm; Business","authors":[{"name":"Masami Mukai","is_ca":false},{"name":"Yukihiro Yoshida","is_ca":false},{"name":"Masaya Yotsukura","is_ca":false},{"name":"Miyuki Kanemitsu","is_ca":false},{"name":"Yusaku Miura","is_ca":true},{"name":"Shun-ichi Watanabe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1155194118848056,"gpt":0.4590784121102495,"spread":0.3435590002254439,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003818277,0.000899,0.0008883236,0.001618749,0.0003959345,0.0006034908,0.001055626,0.0008160053,0.002238973],"category_scores_gemma":[0.001148084,0.0004512018,0.0008278019,0.0007955055,0.0001613474,0.0006853385,0.0006113374,0.0005072158,0.001155744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004772086,"about_ca_system_score_gemma":0.0007395345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004478829,"about_ca_topic_score_gemma":0.002878899,"domain_scores_codex":[0.9994777,0.00005014399,0.00005243702,0.0001237738,0.0002430126,0.00005291223],"domain_scores_gemma":[0.9996026,0.00005364537,0.00003611334,0.00002991412,0.0002490544,0.00002866144],"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":[0.0004280009,0.0001840479,0.00892127,0.0002597537,0.0001456384,0.0003314167,0.0001235114,0.05013965,0.08489046,0.001424112,0.008474843,0.8446773],"study_design_scores_gemma":[0.0000470635,0.0002202571,0.005497051,0.00003003859,0.00004592647,0.0002548621,0.00005744374,0.9576411,0.02856858,0.0007851557,0.006811329,0.00004120098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02346688,0.0005649871,0.9686582,0.0002204816,0.0001670696,0.0002699072,0.0003521415,0.005137484,0.001162871],"genre_scores_gemma":[0.300896,0.0007774253,0.6928939,0.0003186503,0.00009593144,0.0006317169,0.001153028,0.0001162188,0.003117159],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004478829,"threshold_uncertainty_score":0.00890553,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408927584","doi":"10.22214/ijraset.2025.67855","title":"Research on Mental Health Prediction using ML","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Computer science; Psychology; Psychiatry","authors":[{"name":"Ms. Jaishree Wankhede","is_ca":true},{"name":"Shriram Phatale","is_ca":true},{"name":"Pranjay Dharkar","is_ca":true},{"name":"Rohan Ramteke","is_ca":true},{"name":"Ishika Rawlani","is_ca":true},{"name":"Dimple Mathare","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3020863928200395,"gpt":0.6228618001937142,"spread":0.3207754073736747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00522877,0.0009694088,0.001242789,0.003170812,0.0003254231,0.003101575,0.001324464,0.001061894,0.004363998],"category_scores_gemma":[0.03015401,0.000341222,0.001442801,0.00320063,0.0007059624,0.002373789,0.0009494912,0.002148261,0.001095672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081877,"about_ca_system_score_gemma":0.001369645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005751084,"about_ca_topic_score_gemma":0.002747032,"domain_scores_codex":[0.9978497,0.001040743,0.0001429931,0.0005194194,0.0003491885,0.00009797726],"domain_scores_gemma":[0.9662185,0.03004147,0.0009804915,0.0006511027,0.001890185,0.0002181614],"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":[0.0002183703,0.0004660637,0.1230516,0.0026675,0.001332795,0.00009631629,0.0003620754,0.04668291,0.0004417676,0.01860797,0.01278631,0.7932864],"study_design_scores_gemma":[0.00009724569,0.0006234854,0.1007797,0.007177156,0.00196344,0.0004911975,0.001250008,0.7192969,0.003674574,0.1095148,0.05489624,0.0002352422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.176167,0.2768192,0.4379148,0.05478661,0.002851558,0.0005331216,0.007754237,0.001983687,0.04118983],"genre_scores_gemma":[0.8649437,0.06649613,0.05664985,0.002854377,0.002384068,0.0003145705,0.003093032,0.00008378764,0.003180416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005751084,"threshold_uncertainty_score":0.02765274,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410564354","doi":"10.5539/jel.v14n5p229","title":"Analysis of the OpenZeka Mini Autonomous Car Race Training Program","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Race (biology); Training (meteorology); Psychology; Racial bias; Mathematics education; Pedagogy; Applied psychology; Sociology; Gender studies; Geography","authors":[{"name":"Neslihan Kurt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07079854848430756,"gpt":0.4887616486818591,"spread":0.4179631001975515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004493661,0.0002598636,0.000319378,0.002376353,0.001487029,0.001868107,0.0008637024,0.0004082638,0.005195506],"category_scores_gemma":[0.008996055,0.0001898359,0.0002568763,0.002084572,0.0005356375,0.0008865758,0.001499254,0.0006185256,0.0005309006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0051555,"about_ca_system_score_gemma":0.006184878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01446387,"about_ca_topic_score_gemma":0.02550685,"domain_scores_codex":[0.9959925,0.00122311,0.0001246486,0.0002869805,0.001415426,0.0009573593],"domain_scores_gemma":[0.9930519,0.001674015,0.0007712935,0.0001994056,0.002902593,0.001400873],"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":[0.002498796,0.01283671,0.3402316,0.001857975,0.0001190022,0.001377405,0.0515377,0.0106184,0.006188851,0.01400756,0.01368822,0.5450378],"study_design_scores_gemma":[0.00007355435,0.004022262,0.8915787,0.0004028311,0.0000432156,0.0002373836,0.06450685,0.008481854,0.002669807,0.0005646317,0.02734703,0.00007203427],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828568,0.00007747132,0.0009128065,0.000164029,0.00002248433,0.0004797177,0.0003047303,0.00002003887,0.01516187],"genre_scores_gemma":[0.9914865,0.00009494,0.001468075,0.00006151002,0.00001238543,0.0005102889,0.0006474614,0.00001752409,0.005701166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01446387,"threshold_uncertainty_score":0.03740597,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2171745231","doi":"","title":"공무용전자기기의 사적 사용에 대한 공무원의 사생활보호","year":2011,"lang":"ko","type":"article","venue":"공법학연구","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Law","authors":[{"name":"정하명","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2796358652642669,"gpt":0.4526268195668888,"spread":0.172990954302622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003231151,0.0004314548,0.0003591671,0.001183724,0.008424868,0.009740307,0.001093158,0.004093779,0.01051385],"category_scores_gemma":[0.005858258,0.0003803536,0.0004468645,0.001173412,0.0299486,0.006384024,0.002302757,0.004164547,0.001632153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01794775,"about_ca_system_score_gemma":0.01921094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09893885,"about_ca_topic_score_gemma":0.1310016,"domain_scores_codex":[0.9959254,0.001363311,0.0001643076,0.0006550304,0.001205045,0.0006869342],"domain_scores_gemma":[0.9974177,0.001022303,0.0002546256,0.0002029104,0.0008442934,0.0002581672],"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":[0.000007010693,0.000005438128,0.0003239411,0.00002506688,0.000003571851,0.0000428003,0.003818195,0.00005381411,0.00005858438,0.9846659,0.007866905,0.003128785],"study_design_scores_gemma":[0.00003241972,0.00002544563,0.00260235,0.0003151133,0.0000195491,0.0001278522,0.01071597,0.0002476788,0.0004265124,0.5929912,0.3924635,0.00003242952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01656802,0.00491226,0.004029065,0.05542367,0.0005286332,0.00006737543,0.0001906561,0.00003671371,0.9182437],"genre_scores_gemma":[0.811202,0.002591602,0.003740133,0.01175202,0.0004092502,0.0001495325,0.0001295384,0.00005594333,0.16997],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09893885,"threshold_uncertainty_score":0.1967259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408397200","doi":"10.1007/978-3-031-85593-1_1","title":"An Efficient Edge-Based Privacy-Preserving Range Aggregation Scheme for Aging in Place System","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Research and Productivity Council; University of New Brunswick","funders":"","keywords":"Computer science; Scheme (mathematics); Range (aeronautics); Enhanced Data Rates for GSM Evolution; Theoretical computer science; Artificial intelligence; Mathematics","authors":[{"name":"Zhuliang Jia","is_ca":true},{"name":"Jinkun Gui","is_ca":true},{"name":"Rongxing Lu","is_ca":true},{"name":"Mohammad Mamun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04851719953432076,"gpt":0.3801350198759842,"spread":0.3316178203416635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009458326,0.0005403053,0.001379334,0.0006807739,0.001291697,0.001393094,0.001988885,0.000756141,0.002246924],"category_scores_gemma":[0.002036986,0.0002345715,0.0006308733,0.001912222,0.0005063998,0.00329875,0.00311915,0.0009844707,0.0006641691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008143236,"about_ca_system_score_gemma":0.001222589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700535,"about_ca_topic_score_gemma":0.001486942,"domain_scores_codex":[0.9985166,0.0003048815,0.0001153427,0.0002779162,0.0005161159,0.0002690626],"domain_scores_gemma":[0.998456,0.0003063628,0.0001061379,0.0007421267,0.0003059523,0.00008342521],"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":[0.002541741,0.0005771843,0.003297384,0.0005143526,0.0002414613,0.0006129125,0.001129592,0.1217432,0.07740458,0.1060857,0.02693467,0.6589173],"study_design_scores_gemma":[0.0001204593,0.0005733032,0.001594722,0.0000330446,0.0001458367,0.000930146,0.0005158327,0.894753,0.03300216,0.04938594,0.01880804,0.0001374663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07135156,0.001218427,0.9181319,0.0004556,0.0002383166,0.0002723494,0.0008973111,0.001897238,0.005537228],"genre_scores_gemma":[0.8156435,0.0004590819,0.1763725,0.0002015495,0.0001183053,0.0001318552,0.0009673713,0.00005462378,0.006051147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002246924,"threshold_uncertainty_score":0.007516682,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408580375","doi":"10.5539/ibr.v18n2p49","title":"A Study of the Elements of Corporate Apology Letters on Social Media","year":2025,"lang":"en","type":"article","venue":"International Business Research","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Social media; Business; Accounting; Political science; Law","authors":[{"name":"Yaqi Qin","is_ca":false},{"name":"Qiqi Lai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4352784518744042,"gpt":0.582969429091881,"spread":0.1476909772174768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002872386,0.0003173067,0.0002188681,0.001414736,0.002400852,0.002891111,0.0004949598,0.0005524678,0.002419189],"category_scores_gemma":[0.0329351,0.0002014754,0.0002180212,0.001269756,0.0024005,0.002709439,0.001816136,0.0009363176,0.0003113452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496625,"about_ca_system_score_gemma":0.001662651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600867,"about_ca_topic_score_gemma":0.002511885,"domain_scores_codex":[0.9959832,0.002597508,0.0001520248,0.0002173469,0.0007860063,0.000263932],"domain_scores_gemma":[0.9440079,0.03813563,0.01087081,0.001913275,0.00311519,0.001957183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003943676,0.001037773,0.4290906,0.0004853819,0.00007514409,0.001935487,0.4232985,0.0003512157,0.005708573,0.00635586,0.002234125,0.1290328],"study_design_scores_gemma":[0.00002416724,0.0007744372,0.5921463,0.0002045578,0.00007808686,0.0007634286,0.383131,0.002381821,0.00244931,0.001933431,0.01603269,0.00008068425],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994154,0.00003570404,0.0004772186,0.0002673797,0.00001108014,0.00002980801,0.00001598685,0.00001177073,0.004997027],"genre_scores_gemma":[0.9984887,0.00004969961,0.0003857662,0.00005255386,0.00001337088,0.00002336841,0.00001912235,0.000005639343,0.0009618097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002891111,"threshold_uncertainty_score":0.01519084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2941893413","doi":"10.3233/978-1-61499-951-5-455","title":"Design and Usability Evaluation of Mobile Cloud Healthcare System for Diabetes Prevention","year":2019,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria; Public Health Ontario","funders":"","keywords":"Cloud computing; Usability; Computer science; Health care; Analytics; Mobile cloud computing; Mobile device; Mobile computing; World Wide Web; Data science; Human–computer interaction; Operating system","authors":[{"name":"Shulin Wang","is_ca":false},{"name":"I-En Chiang","is_ca":true},{"name":"Alex Kuo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1710822428136053,"gpt":0.4971241232962301,"spread":0.3260418804826248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005837137,0.0005258271,0.0005641695,0.0009017492,0.001015456,0.001240721,0.0005433806,0.0006608567,0.002231641],"category_scores_gemma":[0.01286938,0.000333013,0.0006248543,0.0004053914,0.000558985,0.0009323881,0.0007455979,0.0004067679,0.0004035385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008501233,"about_ca_system_score_gemma":0.001412122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871509,"about_ca_topic_score_gemma":0.002398782,"domain_scores_codex":[0.9957525,0.002744523,0.0003510414,0.0002885616,0.0005332517,0.0003302475],"domain_scores_gemma":[0.9917247,0.004077193,0.0003019512,0.0003780716,0.003000599,0.0005175982],"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":[0.008176341,0.02081145,0.1766388,0.01006631,0.0005143063,0.003737405,0.1091127,0.003473082,0.182001,0.002666109,0.007654421,0.4751481],"study_design_scores_gemma":[0.002884505,0.09607837,0.5558514,0.002702846,0.002215961,0.005088188,0.116713,0.04018203,0.1128225,0.001476928,0.0631789,0.0008053213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849214,0.0003317821,0.01007416,0.0001985691,0.00004979071,0.002167637,0.00007962083,0.0001270625,0.002050063],"genre_scores_gemma":[0.9565652,0.0003868447,0.03862324,0.0002213625,0.00002681488,0.001998799,0.0001837115,0.00004841916,0.00194561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005837137,"threshold_uncertainty_score":0.03087014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1812779109","doi":"10.1007/s11042-015-2871-3","title":"Special Issue: Interactive Multimedia Convergence","year":2015,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","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 Waterloo","funders":"","keywords":"Computer science; Multimedia; Convergence (economics); Interactive media","authors":[{"name":"Jong‐Hun Kim","is_ca":false},{"name":"Raouf Boutaba","is_ca":true},{"name":"Junseok Yoo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1224828948598066,"gpt":0.4417396278285678,"spread":0.3192567329687612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523047,0.002423188,0.002471244,0.005701175,0.003161188,0.006737918,0.002589212,0.008435646,0.1081959],"category_scores_gemma":[0.007672483,0.000772448,0.001739348,0.002803052,0.001380398,0.004604289,0.003604781,0.004115278,0.03014621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133717,"about_ca_system_score_gemma":0.001721507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005318038,"about_ca_topic_score_gemma":0.001991648,"domain_scores_codex":[0.9982185,0.0002639357,0.0002743497,0.0002816432,0.0007174502,0.0002441351],"domain_scores_gemma":[0.9914275,0.002756178,0.0006991057,0.0005943308,0.002674608,0.0018483],"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":[0.00006951096,0.00007651977,0.0002636326,0.0005933939,0.00002029727,0.0003787084,0.00002844289,0.00008032138,0.0003200042,0.001013491,0.9598061,0.0373496],"study_design_scores_gemma":[0.00002778883,0.0001166197,0.001246156,0.000601311,0.00003351052,0.001576286,0.0001010479,0.0003625835,0.0003173552,0.001771718,0.9938211,0.00002447414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001052572,0.02061008,0.001607378,0.02524443,0.9085581,0.0001723644,0.0003136006,0.0003526788,0.04208877],"genre_scores_gemma":[0.003788012,0.01505344,0.0005293324,0.007500424,0.898461,0.000174737,0.0004589763,0.0002618584,0.07377224],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1081959,"threshold_uncertainty_score":0.3619514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400508207","doi":"10.1007/978-3-031-65400-8_14","title":"Development of Experiential Learning Framework for Autonomous Vehicle Education","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Experiential learning; Psychology; Computer science; Mathematics education","authors":[{"name":"Moein Mehrtash","is_ca":true},{"name":"Dan Centea","is_ca":true},{"name":"Tom Wanyama","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04844830001734979,"gpt":0.3834874595034266,"spread":0.3350391594860768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009957388,0.0003233021,0.0001742259,0.00030758,0.0006553259,0.002187554,0.001864806,0.000868194,0.01188376],"category_scores_gemma":[0.001244612,0.0001767247,0.0003684401,0.0002752704,0.001098113,0.002515071,0.00282252,0.001278316,0.001632732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008790989,"about_ca_system_score_gemma":0.001688727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001689503,"about_ca_topic_score_gemma":0.001668537,"domain_scores_codex":[0.9994782,0.0001807073,0.00002904079,0.00008061787,0.0001551776,0.00007639227],"domain_scores_gemma":[0.9995435,0.0001986442,0.00001547448,0.00007480695,0.00008515655,0.00008233145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002524078,0.0002603531,0.0003412869,0.0000692879,0.000006222153,0.0001259037,0.001448063,0.01170269,0.002838486,0.8190845,0.00258215,0.1615159],"study_design_scores_gemma":[0.00004229911,0.0001696823,0.0005289043,0.0001585305,0.00001495012,0.0003064754,0.001847411,0.1904542,0.01242589,0.5930762,0.2009364,0.00003903367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008684246,0.00008744127,0.9459662,0.000381886,0.00003947324,0.0001258991,0.00003785328,0.0005006939,0.04417624],"genre_scores_gemma":[0.2709035,0.0001859105,0.6890464,0.0001090663,0.00002033184,0.0003769059,0.0002227992,0.0001061376,0.03902896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01188376,"threshold_uncertainty_score":0.03975517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3028500325","doi":"10.5430/rwe.v11n2p50","title":"A Study on the Influence of Consultant Capacity on Consulting Utilization and Social Network: Focused on Moderating Effect of Gender","year":2020,"lang":"en","type":"article","venue":"Research in World Economy","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Hansung University","keywords":"Likert scale; Confirmatory factor analysis; Psychology; Exploratory factor analysis; Feeling; Descriptive statistics; Path analysis (statistics); Structural equation modeling; Social network (sociolinguistics); Social psychology; Scale (ratio); Applied psychology; Statistics; Computer science; Clinical psychology; Psychometrics; Developmental psychology","authors":[{"name":"Kun-Myong Kang","is_ca":false},{"name":"Yen-Yoo You","is_ca":false},{"name":"Inchae Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4966403461989584,"gpt":0.5117411916771606,"spread":0.01510084547820217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002299727,0.0003949196,0.0003537968,0.000913485,0.001049075,0.0008878286,0.0004897628,0.0004229663,0.005419135],"category_scores_gemma":[0.009362893,0.000204336,0.0007458357,0.0007761642,0.0006046258,0.001238116,0.0009705464,0.0006554271,0.0002256049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120264,"about_ca_system_score_gemma":0.002567135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008187922,"about_ca_topic_score_gemma":0.01050163,"domain_scores_codex":[0.9977537,0.00105794,0.00007870345,0.0003448811,0.0003163285,0.0004484345],"domain_scores_gemma":[0.9869207,0.00809653,0.002028009,0.0003061494,0.0008997586,0.001748794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002465189,0.000490813,0.9752075,0.0001266176,0.00012631,0.0003995171,0.007283067,0.00006716765,0.0002999968,0.0005768241,0.0003264133,0.01484919],"study_design_scores_gemma":[0.00001609514,0.0004468309,0.9837203,0.00009432264,0.0002078647,0.0001995381,0.01326728,0.000532914,0.0002803085,0.0002908219,0.0009302308,0.00001348494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980744,0.000208996,0.0001800635,0.0001666878,0.0000146388,0.00002626158,0.00004801516,0.00000187138,0.001279],"genre_scores_gemma":[0.9991653,0.000115931,0.0001275424,0.00004881673,0.00001002618,0.00002913693,0.00003398042,0.000001789214,0.0004675036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008187922,"threshold_uncertainty_score":0.01812881,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3191164419","doi":"","title":"Development of a home security Robot using Deep Learning and IoT","year":2021,"lang":"en","type":"article","venue":"International journal of advance research, ideas and innovations in technology","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Internet of Things; Computer science; Deep learning; Artificial intelligence; Computer security; Robot; Human–computer interaction","authors":[{"name":"Shravan Aruljothi","is_ca":true},{"name":"Sharad Dewanand Parate","is_ca":true},{"name":"S Harshit","is_ca":true},{"name":"Nehal Dinesh Andani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09332766653314047,"gpt":0.52521744977075,"spread":0.4318897832376096,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002164906,0.0004691936,0.0004582111,0.0002797033,0.0002983638,0.0003485707,0.0009256803,0.0007054086,0.004780814],"category_scores_gemma":[0.0002770099,0.000293036,0.0003938194,0.0001258758,0.0002084217,0.0006854476,0.0006531246,0.0005173644,0.00135814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891337,"about_ca_system_score_gemma":0.0006830225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433089,"about_ca_topic_score_gemma":0.001732955,"domain_scores_codex":[0.9998355,0.00001293206,0.000009634721,0.00003456746,0.00008015359,0.00002727853],"domain_scores_gemma":[0.9998662,0.00001928593,0.00001333571,0.00002103759,0.00005644381,0.00002352865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004064024,0.0005983663,0.008016856,0.0007560995,0.0001728909,0.001819479,0.0003646228,0.07973912,0.3094439,0.007023869,0.01437747,0.5772809],"study_design_scores_gemma":[0.0001450291,0.00160024,0.009424679,0.0001313816,0.0001852983,0.00178706,0.0002404405,0.7508967,0.1706393,0.003069663,0.06175404,0.0001261585],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1201845,0.0003628099,0.8463014,0.0006170828,0.0003923189,0.0004922966,0.0002360369,0.009559685,0.02185379],"genre_scores_gemma":[0.6624905,0.0002244678,0.3090118,0.0003494682,0.0000286696,0.0002629335,0.0003333094,0.000208889,0.02709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004780814,"threshold_uncertainty_score":0.01599336,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394714493","doi":"10.5220/0008987400002513","title":"A Rule-based Content Management Framework for Effective Development of Intelligent Mobile Apps in Healthcare","year":2020,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bruyère; University of Ottawa","funders":"","keywords":"Computer science; Health care; Rule-based system; Content management; World Wide Web; Artificial intelligence","authors":[{"name":"Mohammad Raahemi","is_ca":true},{"name":"Benjamin Eze","is_ca":true},{"name":"Cléo Mavriplis","is_ca":true},{"name":"Liam Peyton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1814669680532977,"gpt":0.4562496263890976,"spread":0.2747826583358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005888542,0.001049152,0.00117861,0.002791219,0.001248345,0.006344363,0.004151257,0.002358289,0.004093117],"category_scores_gemma":[0.01294032,0.0007879377,0.001775016,0.001222541,0.00163172,0.004183799,0.002846792,0.002317363,0.00227965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155443,"about_ca_system_score_gemma":0.003063144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009136449,"about_ca_topic_score_gemma":0.009374794,"domain_scores_codex":[0.9950529,0.00099702,0.0008042609,0.0009766511,0.00182986,0.0003394408],"domain_scores_gemma":[0.9930615,0.003003975,0.0004361688,0.001239268,0.001871705,0.0003874061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005538415,0.002128216,0.006829168,0.0008495642,0.0003587397,0.002435873,0.002505897,0.09957658,0.03570767,0.1357609,0.0247017,0.6885919],"study_design_scores_gemma":[0.00009112167,0.0001338787,0.0007888745,0.000228048,0.0001991615,0.0004902308,0.0002595973,0.8799315,0.0256575,0.05691243,0.03520048,0.0001072341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005559605,0.0001555177,0.978969,0.0004319654,0.00007640164,0.0005716085,0.000304364,0.01042804,0.003503549],"genre_scores_gemma":[0.1112617,0.0002337454,0.8828073,0.0003339795,0.00005640996,0.0004922823,0.0009888938,0.0004780519,0.003347575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009136449,"threshold_uncertainty_score":0.03114194,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400882754","doi":"10.1109/icce59016.2024.10605108","title":"Design and Verification of Ultra-Low Latency Intelligent Consumer Data Exchange Platform","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"Computer science; Latency (audio); Embedded system; Data exchange; Database; Telecommunications","authors":[{"name":"Christopher Whittington","is_ca":false},{"name":"Mohammed Torabi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3129245050012078,"gpt":0.4680963291768667,"spread":0.1551718241756589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009426551,0.0003723061,0.0003143837,0.0004028748,0.0003873931,0.001541161,0.001744161,0.0008223535,0.003156598],"category_scores_gemma":[0.001748642,0.0002769764,0.0003547984,0.0001703431,0.0005908621,0.0009883483,0.0005619603,0.0007488671,0.000659345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009583406,"about_ca_system_score_gemma":0.002435993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878861,"about_ca_topic_score_gemma":0.001731665,"domain_scores_codex":[0.9987848,0.0002462977,0.00006815057,0.000149332,0.00057604,0.0001753793],"domain_scores_gemma":[0.9991245,0.0002205072,0.0001257576,0.000159953,0.0003329862,0.0000363059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008078563,0.0003933496,0.005617344,0.001849376,0.000203566,0.002261834,0.001487333,0.2239563,0.3651907,0.2150851,0.01062119,0.1725262],"study_design_scores_gemma":[0.0003130408,0.001500139,0.001531417,0.0001728363,0.000121423,0.0008751967,0.0001938124,0.6359149,0.2938484,0.009318087,0.05611756,0.00009315678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1217859,0.0005406667,0.8514027,0.0007275646,0.0002563981,0.0008020143,0.000225105,0.004732119,0.01952748],"genre_scores_gemma":[0.8376555,0.000230591,0.1519357,0.0002873193,0.00002790993,0.0003164886,0.0001800504,0.0001366098,0.009229789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003156598,"threshold_uncertainty_score":0.01055992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240592608","doi":"10.22617/tcs190203-2","title":"A Sourcebook on the Compliance Review Function of ADB�s Accountability Mechanism","year":2019,"lang":"en","type":"report","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"European Investment Bank; Beef Cattle Research Council; European Bank for Reconstruction and Development; Asian Development Bank","keywords":"Accountability; Compliance (psychology); Mechanism (biology); Function (biology); Political science; Psychology; Philosophy; Epistemology; Biology; Law; Social psychology; Genetics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.4420523601048973,"gpt":0.5269928974492193,"spread":0.084940537344322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0076164,0.001343672,0.0007914237,0.006033491,0.001663776,0.004891441,0.001992345,0.002973343,0.1771972],"category_scores_gemma":[0.02593761,0.001300993,0.0004690438,0.004385419,0.001014107,0.003981137,0.00179991,0.003245911,0.1183977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004277311,"about_ca_system_score_gemma":0.01503836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02588553,"about_ca_topic_score_gemma":0.03031818,"domain_scores_codex":[0.9916363,0.001760185,0.0007077546,0.0003455856,0.005136951,0.0004132885],"domain_scores_gemma":[0.9546257,0.02476606,0.001339906,0.002553307,0.01572044,0.0009946249],"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":[0.0000167287,0.00006983752,0.0001083397,0.0001374247,0.000001142504,0.00003442991,0.000106059,0.0003013445,0.0002623108,0.004837813,0.9369755,0.05714904],"study_design_scores_gemma":[0.00001061251,0.00002057256,0.0004309508,0.0001487896,0.000001124813,0.00004353634,0.00005437026,0.0001762384,0.0003260035,0.000862717,0.9979112,0.0000138812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002335158,0.00351828,0.08498631,0.01643071,0.007532396,0.006646661,0.05135204,0.01877722,0.8084213],"genre_scores_gemma":[0.004473367,0.00277625,0.04742309,0.003872179,0.0009766871,0.002195595,0.01829431,0.004267861,0.9157206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1771972,"threshold_uncertainty_score":0.5927838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6987446578","doi":"","title":"A Study on Metis Self-Government","year":2012,"lang":"ja","type":"other","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Metis; Exposition (narrative); Theme (computing); Key (lock)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1146382854976954,"gpt":0.4448331245483204,"spread":0.3301948390506251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003013778,0.0001660863,0.0002625125,0.002010878,0.005223626,0.0029869,0.0006261724,0.0007151973,0.007976263],"category_scores_gemma":[0.01111352,0.0002196838,0.000261922,0.002488044,0.001397627,0.002618484,0.001963518,0.001880157,0.001034436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004320075,"about_ca_system_score_gemma":0.00453905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01732054,"about_ca_topic_score_gemma":0.03380162,"domain_scores_codex":[0.9978533,0.001022289,0.0001240473,0.0001424798,0.0004232104,0.0004345697],"domain_scores_gemma":[0.9900689,0.00450081,0.001827066,0.0005324245,0.001605592,0.001465207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002866439,0.003689989,0.5438814,0.0001604508,0.0000301952,0.001053715,0.3647183,0.00006449382,0.0006151429,0.01837093,0.005226009,0.06190268],"study_design_scores_gemma":[0.00003108406,0.0005063249,0.3562555,0.000123226,0.00002163382,0.0004662822,0.6105579,0.0002624558,0.0004575756,0.0007826647,0.03051413,0.00002118552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816495,0.00009321906,0.00007156739,0.0004574454,0.0000114827,0.00005455313,0.00006730941,0.000003567309,0.01759139],"genre_scores_gemma":[0.9920086,0.0001293591,0.000102528,0.0002621572,0.000009173261,0.00006627703,0.00008166282,0.000006747264,0.007333436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9826795,"threshold_uncertainty_score":0.03443944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414432147","doi":"10.1109/iaeac65194.2025.11165969","title":"Real-Time Student Behavior Monitoring System Based on Edge–Cloud Collaboration and LSTM Modeling","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Latency (audio); Random forest; Support vector machine; Feature (linguistics); Anomaly detection; Feature extraction; Bandwidth (computing); Data modeling","authors":[{"name":"Ji Bo","is_ca":true},{"name":"Wenwen Yu","is_ca":true},{"name":"Yanchun Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05720383358597209,"gpt":0.4582570573287964,"spread":0.4010532237428243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003719617,0.0005758058,0.0005380492,0.0004378938,0.0002812221,0.0005365284,0.0008564938,0.0004493154,0.00137902],"category_scores_gemma":[0.000868661,0.0001475851,0.000290188,0.0004895087,0.0001191387,0.0008860171,0.0008669334,0.000510931,0.0005979639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003659073,"about_ca_system_score_gemma":0.0006740039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00341764,"about_ca_topic_score_gemma":0.004928947,"domain_scores_codex":[0.9997049,0.00004663312,0.00001767099,0.0001129628,0.00006357741,0.00005437156],"domain_scores_gemma":[0.9996921,0.00006437849,0.0000480104,0.00003955749,0.0001012866,0.00005462501],"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":[0.001636764,0.001725033,0.06291211,0.000329028,0.000263412,0.001065754,0.0007667674,0.1801657,0.07075754,0.003675233,0.01911968,0.6575831],"study_design_scores_gemma":[0.00002289602,0.0001057909,0.00369763,0.000008450114,0.00002932767,0.00007447644,0.00005927268,0.9853513,0.00788751,0.001085058,0.001659981,0.00001828413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3967577,0.0004006744,0.5818743,0.0007145402,0.0001998927,0.0001825422,0.00100713,0.0126036,0.006259848],"genre_scores_gemma":[0.9519059,0.00007862069,0.0454439,0.0002100671,0.00003687866,0.00009616084,0.0004287416,0.00005953681,0.001740148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00341764,"threshold_uncertainty_score":0.006795526,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403024253","doi":"10.1109/pacrim61180.2024.10690215","title":"An Analysis of Library Usage in the C++ Code Base of Fedora Linux 37","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Operating system; Computer science; Code (set theory); Base (topology); Programming language; Mathematics","authors":[{"name":"Jiachao Deng","is_ca":true},{"name":"Michael D. Adams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1047452127546893,"gpt":0.4812957007655391,"spread":0.3765504880108498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001581358,0.0006458244,0.0004735696,0.005426308,0.0009103835,0.001249671,0.0009274123,0.0004246368,0.0006715984],"category_scores_gemma":[0.0141683,0.0005834692,0.0006902595,0.004331804,0.0006988791,0.001789997,0.0009268236,0.000852769,0.0003470128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382393,"about_ca_system_score_gemma":0.001749446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009856225,"about_ca_topic_score_gemma":0.007668767,"domain_scores_codex":[0.9965219,0.0005095286,0.0002924787,0.0005291415,0.001739758,0.000407179],"domain_scores_gemma":[0.9853719,0.006959736,0.001662707,0.001628967,0.00411222,0.0002644035],"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":[0.001664738,0.0006098634,0.2455732,0.001068233,0.0003269709,0.002538002,0.00719305,0.02751168,0.106194,0.008837015,0.01153352,0.5869498],"study_design_scores_gemma":[0.00007839398,0.000818186,0.4041759,0.0004124487,0.000378554,0.002780786,0.001976453,0.3393257,0.2004078,0.005385517,0.04393128,0.0003289739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949697,0.0008288978,0.03568614,0.0001495223,0.00002175716,0.0001164308,0.0008879069,0.008089756,0.004522591],"genre_scores_gemma":[0.9402785,0.0003623065,0.05263149,0.0001040525,0.00001404078,0.0001533918,0.002305079,0.001989117,0.002162023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009856225,"threshold_uncertainty_score":0.01959771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413159753","doi":"10.2196/81317","title":"Implementation and Evaluation of a Social Networking Service-based Mobile Patient-generated Health Data System with Direct Electronic Medical Record Integration: A Prospective Observational Study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Preprint; Observational study; Service (business); Electronic health record; Computer science; Internet privacy; World Wide Web; Medicine; Business; Health care; Political science; Internal medicine; Marketing","authors":[{"name":"Eun Bok Choi","is_ca":false},{"name":"Jinsung Jeon","is_ca":false},{"name":"Sunki Lee","is_ca":false},{"name":"Eung Ju Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1502657489790004,"gpt":0.5016013336995737,"spread":0.3513355847205734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01664932,0.0009097499,0.0008433608,0.001114775,0.001755218,0.002152039,0.001189563,0.001641871,0.002097196],"category_scores_gemma":[0.02183216,0.001092367,0.001840843,0.00149593,0.001200299,0.002163879,0.001602426,0.0020493,0.0007011807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003448643,"about_ca_system_score_gemma":0.006356422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02266537,"about_ca_topic_score_gemma":0.01492324,"domain_scores_codex":[0.9864023,0.008175206,0.001572785,0.0008998848,0.001475152,0.001474734],"domain_scores_gemma":[0.9800062,0.006473008,0.005441156,0.00163339,0.003340677,0.003105559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005286914,0.04721669,0.9149743,0.0004780753,0.0005753566,0.0004932862,0.005918003,0.0002926136,0.0005525262,0.00009885534,0.001242283,0.02287107],"study_design_scores_gemma":[0.004159571,0.1169493,0.8591997,0.0002736584,0.0006145604,0.0003774543,0.01335282,0.002411372,0.000634068,0.0000827336,0.00181212,0.000132642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977551,0.00008631621,0.0002696719,0.0001039671,0.00001622935,0.001165295,0.0002276497,0.00001090533,0.0003648651],"genre_scores_gemma":[0.9942264,0.0001955705,0.001544885,0.0004821104,0.0000620778,0.002652895,0.0005496803,0.00001367692,0.0002726554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02266537,"threshold_uncertainty_score":0.08805108,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3122095224","doi":"","title":"한국의 기업가정신 활동 :2009년 글로벌기업가정신연구(GEM) 일반성인조사(APS)를 중심으로","year":2009,"lang":"ko","type":"article","venue":"한국경영학회 통합학술발표논문집","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Population; Political science; Economic growth; Business; Economics; Sociology; Finance","authors":[{"name":"반성식","is_ca":false},{"name":"김상표","is_ca":false},{"name":"송경모","is_ca":false},{"name":"조동환","is_ca":false},{"name":"박종해","is_ca":false},{"name":"차민석","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09607219208764954,"gpt":0.4664496641864163,"spread":0.3703774720987667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001702512,0.0003320365,0.0001732351,0.0008151893,0.0009658732,0.00263318,0.000429711,0.0008564432,0.05408974],"category_scores_gemma":[0.003362633,0.0002173214,0.0001941535,0.001170118,0.0005726208,0.001624354,0.002241332,0.001219452,0.03239353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006476442,"about_ca_system_score_gemma":0.001791372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481972,"about_ca_topic_score_gemma":0.001558499,"domain_scores_codex":[0.9991465,0.0002322595,0.00006853914,0.000158062,0.000261621,0.0001330158],"domain_scores_gemma":[0.997381,0.0002500073,0.0002816502,0.0001962685,0.001198242,0.0006928063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001290634,0.00006883329,0.01305257,0.0001860063,0.00001467636,0.0002201594,0.000631774,0.0001610638,0.001080552,0.009198365,0.6698815,0.3053755],"study_design_scores_gemma":[0.000009181411,0.00005296266,0.01056991,0.00005592504,0.000005480683,0.0002131683,0.0003325123,0.0001290825,0.0006605571,0.0008997321,0.987061,0.00001049195],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1024697,0.01295252,0.02119694,0.09654618,0.02742068,0.0009783682,0.01197927,0.004926148,0.7215303],"genre_scores_gemma":[0.2511303,0.007914488,0.01922051,0.007831847,0.003440214,0.0006345472,0.007797569,0.000592168,0.7014384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05408974,"threshold_uncertainty_score":0.1809482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}