{"meta":{"query_hash":"4d0b91568493","filters":{"topic":"Innovation in Digital Healthcare Systems"},"cohort_total":70,"direct_labels_cover":0,"predictions_cover":70,"exported":70,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/4d0b91568493","api":"https://metacan.xera.ac/api/v1/cohort?topic=Innovation+in+Digital+Healthcare+Systems"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multimedia; Convergence (economics); Interactive media","score_opus":0.12248289485980662,"score_gpt":0.4417396278285678,"score_spread":0.31925673296876117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1812779109","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036086578,0.00039403883,0.016710212,0.0109333955,0.017637575,0.015194716,0.0019937363,0.0010610623,0.8999887],"genre_scores_gemma":[0.78782225,0.00015900264,0.024316795,0.0055792504,0.10855897,0.016027154,0.0016399024,0.00019432783,0.05570238],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980056,0.00016200857,0.00072546845,0.00038866416,0.00029034656,0.00042785797],"domain_scores_gemma":[0.997397,0.00076825055,0.0003051208,0.00037620007,0.00076571107,0.00038770094],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005017497,0.0001854425,0.00027836347,0.0001068594,0.00044689063,0.000034079145,0.00020220852,0.00020887876,0.00079401006],"category_scores_gemma":[0.0005060663,0.00017261504,0.000033110744,0.00041305352,0.00015080353,0.00039707526,0.00013552477,0.00050712924,0.0047565415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009412533,0.00016939096,0.035654914,0.00022794594,0.00003822863,0.0000033907932,0.015086963,0.000003930871,0.00014540268,0.008468096,0.5443649,0.39574265],"study_design_scores_gemma":[0.00086678006,0.00003400006,0.010248484,0.000062136394,0.000007205465,0.0000029238145,0.006672103,0.0013139405,0.00005045057,0.00061987666,0.9799237,0.00019838689],"about_ca_topic_score_codex":0.0002673294,"about_ca_topic_score_gemma":0.00008786879,"teacher_disagreement_score":0.8442863,"about_ca_system_score_codex":0.00019986286,"about_ca_system_score_gemma":0.00035393084,"threshold_uncertainty_score":0.99601835},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Database; Information retrieval; Data science","score_opus":0.06956851033616734,"score_gpt":0.39553861592251516,"score_spread":0.3259701055863478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W197296557","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014705809,0.011238243,0.0003408439,0.0019269986,0.009657157,0.002069094,0.00085032574,0.000131084,0.97231567],"genre_scores_gemma":[0.05271822,0.0004599992,0.00019245259,0.0014929285,0.007428403,0.000046538324,0.0005646738,0.00017445357,0.9369223],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99614507,0.00031075682,0.002038779,0.0003598923,0.00069201464,0.0004534862],"domain_scores_gemma":[0.9962643,0.0004970855,0.0018995062,0.00071535644,0.00043527214,0.00018847565],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001125553,0.00038972407,0.0006564418,0.0005048097,0.0005929582,0.00008414934,0.00044071875,0.0006673796,0.0008722656],"category_scores_gemma":[0.000030513758,0.00028958937,0.00010115587,0.00011226093,0.0001715434,0.0012892644,0.00031605174,0.0020666593,0.00025053337],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018469802,0.000049182876,0.0035954805,0.0032785079,0.00010868097,0.00003513291,0.00051188475,0.000001011289,0.00000919619,0.7882975,0.19554567,0.008383061],"study_design_scores_gemma":[0.00026137306,0.000081912396,0.0007763411,0.004765503,0.000031468546,0.00014848118,0.0009829014,0.000023281884,0.00000438808,0.003642082,0.98900706,0.00027520824],"about_ca_topic_score_codex":0.0015185527,"about_ca_topic_score_gemma":0.00012008791,"teacher_disagreement_score":0.7934614,"about_ca_system_score_codex":0.00011009483,"about_ca_system_score_gemma":0.0020215998,"threshold_uncertainty_score":0.99995565},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Convergence (economics)","score_opus":0.08858658120834416,"score_gpt":0.4015704242384913,"score_spread":0.31298384303014715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999912143","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37700567,0.00020192552,0.0019818535,0.011886599,0.001756813,0.0011965404,0.00037333192,0.0006688453,0.60492843],"genre_scores_gemma":[0.9970202,0.00004914427,0.00016707457,0.0006451607,0.00009951768,0.00040302583,0.0007101212,0.000019238369,0.0008865134],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974585,0.00043447522,0.0011528375,0.00016982142,0.00035596234,0.0004283885],"domain_scores_gemma":[0.99714,0.00047137152,0.00044197417,0.0010943457,0.00073698256,0.000115315524],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009997248,0.00016401455,0.0002738439,0.0004719581,0.0008000561,0.000050796185,0.00073539495,0.00020215395,0.00012194723],"category_scores_gemma":[0.00020394713,0.00016663576,0.000050390696,0.0012819363,0.00012116802,0.0011032644,0.00029021036,0.0007592695,0.0011515147],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006818221,0.000110589215,0.1504178,0.0006349695,0.00002365099,5.656893e-7,0.023136992,0.000008227148,0.000017167402,0.44362286,0.007915662,0.37404332],"study_design_scores_gemma":[0.00165648,0.000095716576,0.14120758,0.0011598571,0.000007989005,0.000013138782,0.039972257,0.07104214,0.000004399867,0.00032014173,0.74396616,0.00055415457],"about_ca_topic_score_codex":0.00041234988,"about_ca_topic_score_gemma":0.000562373,"teacher_disagreement_score":0.7360505,"about_ca_system_score_codex":0.00088900345,"about_ca_system_score_gemma":0.00022918111,"threshold_uncertainty_score":0.9996262},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.09548419401732164,"score_gpt":0.41970719477127166,"score_spread":0.32422300075395005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035565526","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8244318,0.002070894,0.1319208,0.013856276,0.0016952432,0.004269018,0.00054351985,0.000036428464,0.02117605],"genre_scores_gemma":[0.9976861,0.0010305762,0.0008982822,0.00025086117,0.00005721348,0.00003168762,0.000029473451,0.000003691783,0.000012123303],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964842,0.00040019493,0.0020706027,0.000040903687,0.0007821569,0.00022193693],"domain_scores_gemma":[0.9938974,0.00059304567,0.0031082444,0.00050586025,0.0017773781,0.00011808746],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0065977997,0.000108276516,0.00030795124,0.00024664844,0.0014200256,0.00004582146,0.0008354259,0.0001453944,0.0000021658948],"category_scores_gemma":[0.0005613244,0.00006345986,0.000041840012,0.0006335803,0.00086937216,0.005092416,0.00021486952,0.00030689017,0.0000014394968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030680743,0.000072863535,0.011395608,0.0020872513,0.00007058678,8.0258875e-9,0.030517805,0.0011203454,0.00043238484,0.9088369,0.0028388873,0.042320535],"study_design_scores_gemma":[0.0069282553,0.0014401707,0.024450403,0.0061999355,0.00027291683,0.00025360193,0.08784691,0.61331856,0.00062142924,0.007935776,0.24982369,0.00090833695],"about_ca_topic_score_codex":0.0011495196,"about_ca_topic_score_gemma":0.000022833858,"teacher_disagreement_score":0.90090114,"about_ca_system_score_codex":0.00012120944,"about_ca_system_score_gemma":0.0008861018,"threshold_uncertainty_score":0.99988},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06407791739687026,"score_gpt":0.32575518193385683,"score_spread":0.2616772645369866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062326650","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42988336,0.00004717488,0.05105366,0.00031127746,0.004769384,0.014769484,0.00084517646,0.0021241496,0.49619633],"genre_scores_gemma":[0.99694306,8.160548e-7,0.0007327492,0.00016354387,0.000290262,0.0013936338,0.00029012354,0.00002619237,0.00015961655],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9945878,0.000817605,0.0025775642,0.00026041275,0.0010374481,0.0007191842],"domain_scores_gemma":[0.9943603,0.000114335686,0.002075074,0.00033813037,0.0029129386,0.00019918435],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028783127,0.00036081573,0.00056752283,0.0006481213,0.0009997943,0.000049670227,0.0002488268,0.00070225436,0.00033434905],"category_scores_gemma":[0.00025765586,0.00032574093,0.00013835223,0.0010097497,0.00008107699,0.004910818,0.00012526297,0.0010281161,0.0010511725],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010684218,0.0001459845,0.0124048935,0.098918706,0.00016484226,0.0000036988931,0.578253,0.0000029963178,0.00014134642,0.2960741,0.010361189,0.0024608832],"study_design_scores_gemma":[0.0038852703,0.0009386624,0.011588833,0.00885411,0.00007788463,0.00019723484,0.87407863,0.0885371,0.0021333178,0.0004338125,0.008050781,0.0012243402],"about_ca_topic_score_codex":0.0044896817,"about_ca_topic_score_gemma":0.00010695973,"teacher_disagreement_score":0.5670597,"about_ca_system_score_codex":0.0014809369,"about_ca_system_score_gemma":0.0009962684,"threshold_uncertainty_score":0.9999195},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.2040006675889757,"score_gpt":0.5411427392317077,"score_spread":0.337142071642732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089987525","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003775049,0.98674387,0.000013197279,0.0030547832,0.005891711,0.0026243548,0.00024033128,0.000018665136,0.0013753519],"genre_scores_gemma":[0.0013737176,0.99390304,0.000005037394,0.0008271688,0.0030891125,0.00012732788,0.00005617758,0.00008625496,0.000532186],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98074687,0.0032009673,0.010386065,0.00038279878,0.0045188963,0.0007644264],"domain_scores_gemma":[0.98487264,0.0034112297,0.009322647,0.00045520344,0.0012129205,0.00072534406],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.010502867,0.0005578952,0.005873231,0.0009011751,0.00014385082,0.000025606521,0.0010199137,0.0017369072,0.00019710304],"category_scores_gemma":[0.006489261,0.00035838707,0.00071904476,0.0012989705,0.000097968885,0.000237553,0.00016761762,0.005003812,0.00018786466],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022143871,0.00015630727,0.0002508494,0.421145,0.000060809172,0.00010967855,0.00015169012,3.723977e-8,5.4678293e-9,0.00058858265,0.023915676,0.55359924],"study_design_scores_gemma":[0.0003800661,0.00017618442,0.000019919893,0.47224748,0.000035613717,0.00025972366,0.00019327171,0.000003310811,9.442712e-10,0.000004469209,0.5265505,0.00012946219],"about_ca_topic_score_codex":0.00027965268,"about_ca_topic_score_gemma":0.000038089365,"teacher_disagreement_score":0.5534698,"about_ca_system_score_codex":0.0021207104,"about_ca_system_score_gemma":0.0071088485,"threshold_uncertainty_score":0.9998868},"labels":[],"label_agreement":null},{"id":"W2115138038","doi":"","title":"정보공개의 새로운 지향 -전자정보공개제도(電子情報公開制度)","year":2002,"lang":"ko","type":"article","venue":"기록학연구","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Competence (human resources); Internet privacy; Business; Public disclosure; Computer science; Public relations; Political science; Psychology; Engineering; Sociology","score_opus":0.18667297230391608,"score_gpt":0.4412114835631235,"score_spread":0.25453851125920746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115138038","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07345145,0.0045244857,0.00044983468,0.051166985,0.028053747,0.0044948338,0.0005837804,0.0009850767,0.8362898],"genre_scores_gemma":[0.7734899,0.0002096542,0.00027320924,0.008987465,0.0034831716,0.00019735335,0.000071234834,0.00016222491,0.21312582],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99159753,0.0016017458,0.0026528283,0.0009919816,0.001090073,0.0020658476],"domain_scores_gemma":[0.9943123,0.00081310375,0.0010371142,0.0016730836,0.0015455452,0.0006188446],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019958073,0.00064683374,0.0009151783,0.00050420477,0.0016183652,0.00011625575,0.0007572477,0.0012835532,0.023555914],"category_scores_gemma":[0.001062023,0.00065916637,0.00024528615,0.0017746965,0.0002323083,0.0005951565,0.00035156,0.0022531876,0.09241218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040102168,0.00038277466,0.034757175,0.002782358,0.00009186622,0.00007613825,0.010281696,0.0000027506283,0.000037677633,0.03736314,0.8782749,0.035909425],"study_design_scores_gemma":[0.0017473187,0.0003447298,0.017854275,0.0020676602,0.000036387664,0.00004472887,0.003938386,0.0011284399,0.000050928258,0.0013403008,0.97048354,0.0009633306],"about_ca_topic_score_codex":0.0010548502,"about_ca_topic_score_gemma":0.00021220776,"teacher_disagreement_score":0.70003843,"about_ca_system_score_codex":0.00092288037,"about_ca_system_score_gemma":0.0004297202,"threshold_uncertainty_score":0.9996814},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Law","score_opus":0.27963586526426687,"score_gpt":0.4526268195668888,"score_spread":0.17299095430262196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171745231","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2513072,0.0012085845,0.0009963438,0.0051708166,0.03147785,0.0041803326,0.00047093476,0.000826158,0.7043618],"genre_scores_gemma":[0.9139892,0.00005514933,0.00074785366,0.0043643406,0.0024487386,0.00023687928,0.00008645971,0.00016456701,0.077906854],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99303,0.0010690165,0.0024295773,0.00087330095,0.00079966383,0.001798444],"domain_scores_gemma":[0.99514496,0.00042533336,0.0010579833,0.0015859687,0.0012190748,0.0005666732],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0026198465,0.0005669515,0.00081324345,0.00043873276,0.0011824225,0.00005137178,0.00075075624,0.0012004472,0.008216768],"category_scores_gemma":[0.00048298298,0.0005636314,0.0001994484,0.0012718997,0.00022753622,0.0005579866,0.00039249827,0.0018807686,0.031626713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036825062,0.0009393961,0.2229328,0.0092068715,0.00025148672,0.00019884986,0.0980435,9.313043e-7,0.00013966892,0.22822094,0.39043167,0.049265616],"study_design_scores_gemma":[0.0042788456,0.0014363951,0.27769527,0.0077304333,0.000120869554,0.00009282375,0.06658105,0.00029305587,0.0007973366,0.019383289,0.618856,0.00273465],"about_ca_topic_score_codex":0.005863147,"about_ca_topic_score_gemma":0.0007901277,"teacher_disagreement_score":0.66268194,"about_ca_system_score_codex":0.0006538103,"about_ca_system_score_gemma":0.0017222279,"threshold_uncertainty_score":0.99968153},"labels":[],"label_agreement":null},{"id":"W2196892417","doi":"","title":"장기 동물 실험 및 응급상황에서의 곡관형 좌심실보조장치의 생체적합성 평가","year":2014,"lang":"ko","type":"article","venue":"大韓機械學會論文集. Transactions of the Korean society of mechanical engineers. B. B","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Labrador Retriever; Medicine; Surgery","score_opus":0.029666517650032042,"score_gpt":0.3167158840762689,"score_spread":0.28704936642623685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2196892417","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019497762,0.00041879812,0.9235315,0.03552253,0.011340505,0.003801404,0.0017215179,0.00050014956,0.0036658356],"genre_scores_gemma":[0.9858021,0.00023626546,0.0066854367,0.0016627859,0.0008155214,0.000103944076,0.00006289257,0.00018244574,0.004448594],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99111205,0.0012931043,0.0035028618,0.00091579,0.0017107035,0.0014655],"domain_scores_gemma":[0.99246705,0.0017333652,0.0015466198,0.0023698646,0.0013661089,0.0005169963],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0043559847,0.00085190573,0.0016958303,0.00021835399,0.0011155858,0.000035528796,0.0017338553,0.0019107597,0.0007196444],"category_scores_gemma":[0.0004966124,0.0007380584,0.0021374556,0.0021305652,0.0004902093,0.00042770265,0.00011706466,0.0033282852,0.00013784118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009938662,0.006115316,0.00084634713,0.03948869,0.0053531667,0.000004157513,0.06603398,0.017987745,0.024734735,0.52595353,0.24193332,0.07055517],"study_design_scores_gemma":[0.029526873,0.008129395,0.0075249854,0.028060617,0.0041255048,0.00022249212,0.11153007,0.50502187,0.092634566,0.054794338,0.1493392,0.009090083],"about_ca_topic_score_codex":0.0008797868,"about_ca_topic_score_gemma":0.000069801434,"teacher_disagreement_score":0.96630436,"about_ca_system_score_codex":0.0006369468,"about_ca_system_score_gemma":0.00084098923,"threshold_uncertainty_score":0.99950707},"labels":[],"label_agreement":null},{"id":"W2199597817","doi":"","title":"위성영상 수출산업화 전략","year":2015,"lang":"ko","type":"article","venue":"항공우주산업기술동향","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Business; Outcome (game theory); Satellite; Marketing; Economics; Engineering","score_opus":0.2877241494329149,"score_gpt":0.5019898002477851,"score_spread":0.21426565081487015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2199597817","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19437562,0.0026174714,0.0014142432,0.03090564,0.048301253,0.0044749444,0.0005110305,0.0009995969,0.7164002],"genre_scores_gemma":[0.87980044,0.000019435036,0.00043689366,0.004650097,0.0042666965,0.00016967385,0.00013136904,0.00014982784,0.11037558],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99230736,0.0017301645,0.0022481482,0.0007987176,0.0012132793,0.0017023509],"domain_scores_gemma":[0.99394804,0.00053560274,0.00089197303,0.001426382,0.0022263576,0.0009716255],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0043311925,0.0005394235,0.0008167334,0.00043323854,0.00074494345,0.00010160645,0.00067946425,0.0011546087,0.0009883278],"category_scores_gemma":[0.0016418098,0.0005370207,0.00015477493,0.0015574042,0.00019074036,0.0006055184,0.00042244783,0.001885536,0.038515415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011041883,0.00021438202,0.05205382,0.0015807871,0.0000670522,0.00006299881,0.0121916,0.000007641675,0.000029247727,0.04490566,0.8776002,0.011176223],"study_design_scores_gemma":[0.0027040034,0.0004805243,0.012476807,0.0015224081,0.000032459004,0.00004173813,0.015867304,0.00036863584,0.000081867176,0.007385537,0.9581618,0.00087692664],"about_ca_topic_score_codex":0.0023822424,"about_ca_topic_score_gemma":0.00034056095,"teacher_disagreement_score":0.6854248,"about_ca_system_score_codex":0.0013294833,"about_ca_system_score_gemma":0.003508905,"threshold_uncertainty_score":0.9999249},"labels":[],"label_agreement":null},{"id":"W2205138048","doi":"","title":"Effects of synchronous redundancy in multimedia on recognition","year":2000,"lang":"en","type":"article","venue":"The Atrium (University of Guelph)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Redundancy (engineering); Multimedia; Speech recognition","score_opus":0.031902529053916495,"score_gpt":0.30807649082725386,"score_spread":0.27617396177333736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2205138048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9724011,0.00006481106,0.00004754504,0.0008688467,0.0003251085,0.0009372622,0.000028824345,0.000037556616,0.025288947],"genre_scores_gemma":[0.99769086,0.00005328749,0.00016796155,0.00011170002,0.000078750905,0.0000019789034,0.00002051317,0.000010617574,0.0018643378],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9986164,0.0004726193,0.0003097865,0.0001521065,0.00020671697,0.00024239678],"domain_scores_gemma":[0.9984272,0.000795975,0.00028134428,0.0002635056,0.00018971613,0.00004225419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005307889,0.00008899086,0.00024464884,0.00017857461,0.00023675822,0.000001150168,0.00023746412,0.00015579571,0.0005525169],"category_scores_gemma":[0.00010309863,0.00008560577,0.000056127483,0.00052423327,0.00011781891,0.0001254289,0.00004080011,0.00035128818,0.00064844],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004247366,0.0010833802,0.019821752,0.009934452,0.0001591937,0.00010556505,0.083251424,0.00011546221,0.03244601,0.0024485472,0.015058988,0.83132786],"study_design_scores_gemma":[0.0046225283,0.0006613428,0.96888536,0.0027254443,0.00004213783,0.0000034922373,0.01265429,0.0006282704,0.00071640586,0.0030143082,0.005750549,0.0002958447],"about_ca_topic_score_codex":0.004294766,"about_ca_topic_score_gemma":0.0004263061,"teacher_disagreement_score":0.94906366,"about_ca_system_score_codex":0.00017967954,"about_ca_system_score_gemma":0.00015686237,"threshold_uncertainty_score":0.83346003},"labels":[],"label_agreement":null},{"id":"W2233129188","doi":"","title":"영미법계 국가의 개인정보보호법제 동향 및 함의","year":2005,"lang":"ko","type":"article","venue":"공법학연구","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Personally identifiable information; Information privacy law; Privacy policy; Information privacy; Government (linguistics); Privacy law; Internet privacy; Business; Data Protection Act 1998; Privacy by Design; FTC Fair Information Practice; Political science; Law; Computer science","score_opus":0.10143455712119906,"score_gpt":0.4677842366046071,"score_spread":0.366349679483408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2233129188","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24987769,0.002935337,0.0010621235,0.09494254,0.023017136,0.004704823,0.00057133025,0.0010141735,0.62187487],"genre_scores_gemma":[0.8593476,0.00008039955,0.0006428424,0.009303622,0.0071713966,0.00017153853,0.00010456345,0.00013383516,0.12304422],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99305403,0.0011592079,0.0023906985,0.00078448636,0.00088236475,0.0017291951],"domain_scores_gemma":[0.9957109,0.000610756,0.00086819375,0.0013112777,0.0009986786,0.00050016877],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023957603,0.0005102778,0.00072833477,0.00039903363,0.0012372204,0.000085977495,0.00060573535,0.0010800387,0.0053479387],"category_scores_gemma":[0.000560495,0.00051874964,0.00018099087,0.0012162301,0.000155086,0.00065586175,0.00030357493,0.001900987,0.043631952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010819998,0.00044780527,0.04684324,0.0033281678,0.00011063124,0.00003692366,0.013931148,0.000028132406,0.00012432293,0.0925476,0.6891086,0.1533852],"study_design_scores_gemma":[0.001269567,0.00017848666,0.021638107,0.0014233686,0.000020599613,0.000022481694,0.0038015922,0.0004347531,0.00012426496,0.0010735425,0.9693911,0.00062212447],"about_ca_topic_score_codex":0.0010570319,"about_ca_topic_score_gemma":0.000709542,"teacher_disagreement_score":0.6094699,"about_ca_system_score_codex":0.0011598364,"about_ca_system_score_gemma":0.0014370264,"threshold_uncertainty_score":0.9997264},"labels":[],"label_agreement":null},{"id":"W2261850028","doi":"","title":"장기수형자 처우모델 개발을 위한 탐색적 연구","year":2006,"lang":"ko","type":"article","venue":"형사정책연구원 연구총서","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Term (time); Vocational education; Psychology; Medicine; Family medicine; Pedagogy; Environmental health","score_opus":0.06679274184346506,"score_gpt":0.42941028864847525,"score_spread":0.3626175468050102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261850028","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25942734,0.0027514498,0.0025987485,0.030462472,0.030947318,0.0061046104,0.001082392,0.0012796037,0.6653461],"genre_scores_gemma":[0.8545899,0.000034214812,0.00046961178,0.0035329615,0.0064628874,0.0002709246,0.00035799522,0.00020101068,0.13408051],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9903239,0.0017031642,0.0033664145,0.0011046807,0.0012119195,0.0022899322],"domain_scores_gemma":[0.9942794,0.0008678542,0.0013894829,0.001654975,0.0013849121,0.00042340733],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027646266,0.00075691676,0.0010655973,0.00059168995,0.0017154125,0.00015142049,0.0007683684,0.0014658928,0.0027999312],"category_scores_gemma":[0.00046734072,0.0007701963,0.0002764361,0.0019431431,0.00026011228,0.0005881638,0.00037923112,0.0021550488,0.02224032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106005056,0.00052460545,0.16028522,0.0038647857,0.000069474874,0.000101990605,0.0027492612,0.000018448016,0.0001845862,0.17400378,0.6489499,0.009141893],"study_design_scores_gemma":[0.0024968213,0.0003556667,0.15535392,0.002425712,0.000050958293,0.000045858225,0.0043041734,0.0003054569,0.00019641763,0.01548457,0.81763166,0.0013487567],"about_ca_topic_score_codex":0.011851508,"about_ca_topic_score_gemma":0.001536041,"teacher_disagreement_score":0.5951626,"about_ca_system_score_codex":0.0011966449,"about_ca_system_score_gemma":0.0016350831,"threshold_uncertainty_score":0.9998304},"labels":[],"label_agreement":null},{"id":"W2286564658","doi":"","title":"6·25전쟁시 전차운용의 특징과 영향","year":2011,"lang":"ko","type":"article","venue":"군사","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Battle; Infantry; Peninsula; Law; Political science; Engineering; Ancient history; Archaeology; History","score_opus":0.27963586526426687,"score_gpt":0.4526268195668888,"score_spread":0.17299095430262196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286564658","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11194707,0.0007034238,0.0005954453,0.0068761595,0.016902007,0.002669168,0.0001833398,0.00051878113,0.8596046],"genre_scores_gemma":[0.9405551,0.00003618154,0.0005666134,0.0039375005,0.0017005244,0.0000973606,0.000043717693,0.000080338905,0.052982684],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949791,0.0010157428,0.0016974504,0.0005656021,0.0005216215,0.0012205014],"domain_scores_gemma":[0.9967742,0.00024253863,0.00071222713,0.0010709448,0.00083096826,0.00036914306],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018428365,0.00036216277,0.0005408374,0.0002793352,0.00089440116,0.000030152176,0.0004965178,0.00082020566,0.0043301126],"category_scores_gemma":[0.00036973212,0.0003550797,0.00012452503,0.0008527272,0.00011353546,0.00038658406,0.00018420236,0.0012844737,0.022113267],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019196923,0.00059386384,0.11603168,0.0036484748,0.00010757329,0.000100060555,0.043045335,3.1783446e-7,0.00009006143,0.3940703,0.3649823,0.07713809],"study_design_scores_gemma":[0.0023104595,0.001125832,0.4193686,0.003972341,0.00005296332,0.000039213053,0.021394998,0.00011349071,0.0004884589,0.028873611,0.520847,0.0014130244],"about_ca_topic_score_codex":0.0025416033,"about_ca_topic_score_gemma":0.00019974605,"teacher_disagreement_score":0.82860804,"about_ca_system_score_codex":0.00040450512,"about_ca_system_score_gemma":0.0009973733,"threshold_uncertainty_score":0.9998901},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Complementarity (molecular biology); Politics; International trade; Business; Political science; Economics","score_opus":0.07416888656769917,"score_gpt":0.3972942891618385,"score_spread":0.32312540259413935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2291974756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9549718,0.000030036625,0.000073581585,0.0017771568,0.00037697164,0.00015569251,0.000051737403,0.000010613188,0.0425524],"genre_scores_gemma":[0.9987655,0.000031174164,0.00006842509,0.0002404241,0.00055420276,0.000003204211,0.0000044407448,0.0000047806907,0.00032780008],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99828845,0.00014214107,0.00057138497,0.000093130795,0.0005742286,0.00033065368],"domain_scores_gemma":[0.99852,0.00014548081,0.00046397612,0.000059928247,0.00067755644,0.00013303699],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017788217,0.000070159505,0.00018676827,0.000109818,0.0033313595,0.000022786578,0.00013228798,0.00006350908,0.000013048891],"category_scores_gemma":[0.00024121127,0.00005657643,0.000010821355,0.00032161133,0.00083550083,0.00068904273,0.00006835382,0.00030055945,6.993673e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020992466,0.000008028784,0.6936759,0.00024393808,0.000008944678,0.0000055986898,0.056384318,8.997134e-8,0.000093769166,0.22090267,0.018297236,0.010358572],"study_design_scores_gemma":[0.00062025286,0.00008374916,0.8829984,0.00018966594,0.0000067787287,0.00014071424,0.07495023,0.000010288809,0.00015301653,0.030641366,0.010023651,0.00018189858],"about_ca_topic_score_codex":0.16191173,"about_ca_topic_score_gemma":0.060347095,"teacher_disagreement_score":0.1902613,"about_ca_system_score_codex":0.00034415623,"about_ca_system_score_gemma":0.002174091,"threshold_uncertainty_score":0.9979662},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_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","score_opus":0.08405134259123653,"score_gpt":0.38720675651490033,"score_spread":0.3031554139236638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346522083","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9818606,0.00026247874,0.006842021,0.00069026795,0.0011766442,0.00037237216,0.000034972312,0.000018753966,0.00874192],"genre_scores_gemma":[0.99767196,0.00016624042,0.00018907938,0.00066308904,0.0001886473,0.0000032885819,0.0000081620765,0.000014209205,0.0010953416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945084,0.002377266,0.0023611758,0.000008751049,0.0004633231,0.00028110575],"domain_scores_gemma":[0.9925136,0.001945649,0.0037641835,0.00059208006,0.0011076977,0.00007681004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006457367,0.0001200096,0.0003492201,0.00010034303,0.00055324176,0.0000044512058,0.0006953427,0.00014450884,0.00007871072],"category_scores_gemma":[0.00035324175,0.000064444,0.000080115824,0.00020684616,0.00017695982,0.00067234697,0.00011249746,0.0012815417,0.000024891475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002911169,0.00018252214,0.017347012,0.0014573439,0.00015359442,1.2615129e-7,0.28195003,0.00009955526,0.00014416681,0.003111504,0.68377495,0.011488102],"study_design_scores_gemma":[0.0045850137,0.0020110866,0.014994232,0.01158322,0.00015617479,0.00006557252,0.4530837,0.00007898699,0.00017039539,0.008309409,0.504486,0.0004762024],"about_ca_topic_score_codex":0.00018517362,"about_ca_topic_score_gemma":0.00016751201,"teacher_disagreement_score":0.17928894,"about_ca_system_score_codex":0.0004945422,"about_ca_system_score_gemma":0.0005138271,"threshold_uncertainty_score":0.5567732},"labels":[],"label_agreement":null},{"id":"W2371254639","doi":"","title":"국제개발협력과 인권: 권리에 기반한 접근법(RBA) 수행에 관한 국가 간 비교연구, 1990~2009","year":2013,"lang":"ko","type":"article","venue":"Seoul National University Open Repository (Seoul National University)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.057025304446059875,"score_gpt":0.3304842096423485,"score_spread":0.2734589051962886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2371254639","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08901632,0.00013014831,0.0008001702,0.013806635,0.005403851,0.0069202543,0.0026756304,0.00048726687,0.8807597],"genre_scores_gemma":[0.6696273,0.000058206922,0.0010799327,0.0014603608,0.0011102804,0.000008280707,0.0012202928,0.00009974077,0.3253356],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9867212,0.0034157457,0.0017955514,0.0021706037,0.004226412,0.0016704564],"domain_scores_gemma":[0.9783779,0.0021534474,0.0023164232,0.0009536037,0.015077381,0.0011212922],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0025954517,0.00110253,0.0012266203,0.003319527,0.0069426545,0.0006268857,0.004069997,0.001779474,0.0023842633],"category_scores_gemma":[0.00068048184,0.0014508957,0.00054899877,0.0051375604,0.000781645,0.007030064,0.002569871,0.002594462,0.004849274],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00089981174,0.0014447903,0.048551057,0.000946558,0.001184116,0.000840273,0.001725475,0.0007292905,0.00062042574,0.72205776,0.22013177,0.0008686607],"study_design_scores_gemma":[0.008219838,0.00059189653,0.093120515,0.0010918975,0.00023128938,0.0002098055,0.01695587,0.0024597405,0.00019956035,0.0051254733,0.86926377,0.0025303413],"about_ca_topic_score_codex":0.011072489,"about_ca_topic_score_gemma":0.0005501012,"teacher_disagreement_score":0.7169323,"about_ca_system_score_codex":0.012491507,"about_ca_system_score_gemma":0.012659461,"threshold_uncertainty_score":0.99970657},"labels":[],"label_agreement":null},{"id":"W2383544029","doi":"","title":"System Development of Secure Data Communicatioms Based on Microsoft CryptoAPI Frame","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Encryption; Computer security; Frame (networking); Digital signature; The Internet; Computer network; Operating system","score_opus":0.15474073386341802,"score_gpt":0.42416994501304583,"score_spread":0.2694292111496278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2383544029","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02532145,0.00019044887,0.9512372,0.0010959614,0.00019655495,0.005399048,0.0007058943,0.0006059223,0.015247527],"genre_scores_gemma":[0.6642789,0.0000028940872,0.33045644,0.001402391,0.0002528365,0.0015476432,0.0017237803,0.000057264424,0.00027783474],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99673927,0.00028576303,0.001619981,0.00055971317,0.000347767,0.0004474782],"domain_scores_gemma":[0.99513626,0.0005703637,0.0007292901,0.0027218563,0.00071559526,0.0001266176],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007131053,0.00024774784,0.0004185847,0.00025926583,0.0015312973,0.000012080111,0.001760267,0.0002744438,0.000034244862],"category_scores_gemma":[0.0000055413475,0.00024474334,0.000048400205,0.00079046097,0.00014054526,0.00013165294,0.0006026841,0.0006178687,0.00094837707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033635093,0.004649695,0.082564466,0.025032984,0.00057829934,0.000014725395,0.05065768,0.0006007602,0.022293342,0.19553623,0.37818125,0.23955424],"study_design_scores_gemma":[0.0007972412,0.00003476689,0.0074216286,0.0007877741,0.0000076208103,0.000011373674,0.0007379406,0.0031561856,0.0007703737,0.00004836023,0.9859161,0.00031067853],"about_ca_topic_score_codex":0.00007721541,"about_ca_topic_score_gemma":0.000027492613,"teacher_disagreement_score":0.6389575,"about_ca_system_score_codex":0.0003948897,"about_ca_system_score_gemma":0.0011657833,"threshold_uncertainty_score":0.9998295},"labels":[],"label_agreement":null},{"id":"W2403922285","doi":"10.14404/jksarm.2008.8.1.097","title":"Case Studies on Archival Objects Management Procedures in Major Countries: United States, Canada, Australia, and China","year":2008,"lang":"en","type":"article","venue":"Journal of Korean Society of Archives and Records Management","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interview; China; Exhibition; Records management; Archival science; Political science; Library science; History; Law; Archaeology; Computer science","score_opus":0.052239443253031044,"score_gpt":0.3676535376635674,"score_spread":0.31541409441053636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2403922285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934436,0.000200816,0.000037285852,0.0018531207,0.0004869933,0.00083016715,0.000048796024,0.000007818333,0.0030913681],"genre_scores_gemma":[0.98246545,0.008417893,0.002992408,0.000795618,0.00013254436,0.000022198596,0.0000109466755,0.000018420054,0.0051445123],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9975872,0.00020054936,0.0012265808,0.00020752072,0.00040915183,0.00036897667],"domain_scores_gemma":[0.9984315,0.0002979163,0.0008700889,0.00014911513,0.00011837416,0.00013300386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006348531,0.00020425167,0.00046633583,0.0003169446,0.0004605959,0.000008791806,0.00012217501,0.000039051396,0.0000052814644],"category_scores_gemma":[0.00002403178,0.00015724124,0.00007005233,0.00028211597,0.0003030809,0.00009332928,0.00016478704,0.00045518193,5.104548e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025136988,0.0007566223,0.15047517,0.07085274,0.0047911187,0.011612446,0.2693716,0.0012192561,0.0000066602215,0.032009393,0.44264787,0.013743422],"study_design_scores_gemma":[0.008426748,0.0019576421,0.5338189,0.00984703,0.0001862772,0.0022059262,0.40501362,0.0008865254,0.000023739602,0.010851645,0.025982631,0.00079930684],"about_ca_topic_score_codex":0.017121345,"about_ca_topic_score_gemma":0.01493477,"teacher_disagreement_score":0.41666526,"about_ca_system_score_codex":0.00018578311,"about_ca_system_score_gemma":0.00018502738,"threshold_uncertainty_score":0.98942375},"labels":[],"label_agreement":null},{"id":"W2478539091","doi":"","title":"QUEST를 이용한 보조기(orthoses) 사용 만족도 평가","year":2016,"lang":"ko","type":"article","venue":"한국산학기술학회논문지","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.09190422089731715,"score_gpt":0.44923423988299327,"score_spread":0.3573300189856761,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2478539091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42843655,0.0033007509,0.0054070503,0.08034838,0.050110456,0.008701992,0.002140565,0.0020978958,0.41945636],"genre_scores_gemma":[0.8452694,0.00024538522,0.0003047905,0.004598779,0.0043212664,0.00036315306,0.000065611115,0.00021699263,0.14461467],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889059,0.0025626412,0.0033150755,0.0013667254,0.0013174011,0.002532224],"domain_scores_gemma":[0.9918662,0.0017447482,0.0015100897,0.0022105821,0.0018284502,0.00083996134],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0039905957,0.0008497323,0.0011647865,0.0006107628,0.0013970758,0.0001039822,0.0009665391,0.0015621646,0.004971342],"category_scores_gemma":[0.0018466699,0.0006374277,0.0003123078,0.0014050554,0.00037468848,0.0009681586,0.00054001325,0.0014507782,0.03935985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002652064,0.0004753427,0.3000062,0.0045643495,0.0001861433,0.00015709299,0.005868401,7.420577e-7,0.0009911157,0.15422279,0.36412212,0.16914046],"study_design_scores_gemma":[0.0032354353,0.0005893432,0.0811628,0.0068630897,0.000056146928,0.0000536435,0.0030393784,0.000026663112,0.000488865,0.0053046905,0.8977207,0.0014592523],"about_ca_topic_score_codex":0.0019128151,"about_ca_topic_score_gemma":0.0007552362,"teacher_disagreement_score":0.53359854,"about_ca_system_score_codex":0.0014277941,"about_ca_system_score_gemma":0.0024781043,"threshold_uncertainty_score":0.99990296},"labels":[],"label_agreement":null},{"id":"W2549706741","doi":"10.14699/kbiblia.2016.27.3.173","title":"A Study on Management of Records and Archives of Messenger Based on Wired Network","year":2016,"lang":"en","type":"article","venue":"Journal of the Korean BIBLIA Society for library and Information Science","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Records management; Computer science; National archives; Instant; World Wide Web; Data science; Library science","score_opus":0.04829892154700274,"score_gpt":0.3554414655793372,"score_spread":0.30714254403233443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2549706741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9716668,0.000022168218,0.0013105889,0.005582889,0.00093902246,0.0012785816,0.000044704833,0.000011881962,0.01914338],"genre_scores_gemma":[0.9965283,0.00010542425,0.0017887081,0.0012159583,0.00006765653,0.000011190515,6.7179104e-7,0.0000039343972,0.00027810238],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984571,0.00008450201,0.00084530714,0.00006425608,0.0003907539,0.00015811846],"domain_scores_gemma":[0.9978552,0.00057108526,0.0012311611,0.0001741368,0.000110587906,0.000057859444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013449483,0.00006965424,0.00016552018,0.00035048122,0.00041156352,0.000023708944,0.00026421537,0.00003434518,0.0000059800354],"category_scores_gemma":[0.000054352327,0.000034456258,0.000087769615,0.0015156633,0.00023597799,0.0043092556,0.000098357545,0.00010561421,3.2721513e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003343993,0.0005149909,0.5186635,0.0046890504,0.0002729899,6.494496e-7,0.043223057,0.00025625038,0.00087292964,0.26895338,0.07679224,0.08241692],"study_design_scores_gemma":[0.0051854085,0.0026902333,0.92459494,0.0063320287,0.000033208347,0.0000038757466,0.031828456,0.0024665303,0.001521704,0.00581938,0.019325037,0.0001992062],"about_ca_topic_score_codex":4.4141603e-7,"about_ca_topic_score_gemma":3.6571016e-8,"teacher_disagreement_score":0.40593138,"about_ca_system_score_codex":0.000011533574,"about_ca_system_score_gemma":0.00018301661,"threshold_uncertainty_score":0.31654555},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.2906388759526602,"score_gpt":0.4599203524669887,"score_spread":0.1692814765143285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2582221108","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13183793,0.00032263855,0.046673935,0.011060183,0.07586359,0.005923638,0.000102550825,0.00087144395,0.7273441],"genre_scores_gemma":[0.9695592,0.00010481297,0.0018907664,0.0020017845,0.022549678,0.0006009881,0.00011785916,0.000033427397,0.003141505],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980223,0.0005172745,0.0006855327,0.00023703193,0.00018424919,0.00035359338],"domain_scores_gemma":[0.99396926,0.0005650543,0.0006163839,0.0040785903,0.0006711512,0.00009952996],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005750984,0.00014903606,0.00023064477,0.00011084271,0.0053718137,0.000102110724,0.0015885545,0.00021374511,0.000093901166],"category_scores_gemma":[0.00007187117,0.00014712453,0.00007328916,0.00011102606,0.00018257639,0.00030556243,0.0010185675,0.00095880526,0.0006635868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097219025,0.0004222435,0.05689803,0.00013817531,0.00009156601,0.0000036941308,0.0031019656,0.00068589364,0.000016576872,0.15588075,0.6168979,0.16576599],"study_design_scores_gemma":[0.00074947585,0.00017971914,0.120259024,0.0004475387,0.0000069396438,0.0000033100257,0.00049475767,0.017282888,0.0000023748682,0.00025123512,0.8600947,0.00022800788],"about_ca_topic_score_codex":0.0004313538,"about_ca_topic_score_gemma":0.000508949,"teacher_disagreement_score":0.8377212,"about_ca_system_score_codex":0.00033408176,"about_ca_system_score_gemma":0.0001542402,"threshold_uncertainty_score":0.99592304},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.2566458041702874,"score_gpt":0.5374631583794972,"score_spread":0.28081735420920984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884405336","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.095095225,0.0011663174,0.5676313,0.16667013,0.016295254,0.016809706,0.00016639302,0.0009988226,0.13516687],"genre_scores_gemma":[0.99286354,0.000008236158,0.0009991945,0.003475962,0.0007737503,0.00085158274,0.00015906803,0.000016192897,0.00085247256],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99729097,0.0007987214,0.0011447751,0.00020970794,0.0003268378,0.00022900013],"domain_scores_gemma":[0.99277806,0.0049402216,0.0006106767,0.0006198986,0.0009958085,0.000055344215],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006417226,0.0000985059,0.000135871,0.00004292679,0.0028122815,0.00003343406,0.000228796,0.00018152285,0.0000655843],"category_scores_gemma":[0.00092497835,0.000054760003,0.00003987046,0.00019750537,0.00029701192,0.0001497027,0.000059816095,0.00030523026,0.00014175307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002733479,0.000040809744,0.06991892,0.00038191574,0.000050078634,5.2355542e-8,0.0004997854,0.0000011412309,0.000005003012,0.8619663,0.055773117,0.011089483],"study_design_scores_gemma":[0.00469336,0.0011716514,0.5701048,0.0016176606,0.00014108338,0.000011221293,0.032937832,0.0846572,0.000094515904,0.0026809084,0.30147654,0.0004132578],"about_ca_topic_score_codex":0.00014172342,"about_ca_topic_score_gemma":0.00056091987,"teacher_disagreement_score":0.8977683,"about_ca_system_score_codex":0.00016989556,"about_ca_system_score_gemma":0.0006565533,"threshold_uncertainty_score":0.9984859},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.17108224281360526,"score_gpt":0.49712412329623007,"score_spread":0.32604188048262484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941893413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97895014,0.005234469,0.0012159685,0.0013748227,0.0015071039,0.0113258045,0.000026394691,0.000114471084,0.00025080773],"genre_scores_gemma":[0.99336976,0.00032919465,0.003539999,0.00022482059,0.000031647152,0.0024498922,0.000012419746,0.000010944441,0.00003131518],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9961454,0.0006337203,0.002322393,0.00017414388,0.0002517859,0.00047253867],"domain_scores_gemma":[0.99633336,0.0009558201,0.0011383351,0.00031393,0.00121615,0.00004241627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01092167,0.00014673774,0.00067316927,0.0004851079,0.0004088745,0.0000028532886,0.00009431564,0.0003517223,0.0000024154672],"category_scores_gemma":[0.00089048094,0.00013016081,0.000019076122,0.00062976667,0.00025185154,0.00022088582,0.00013727795,0.00037265118,0.0000056181193],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014164702,0.00007637587,0.5625204,0.1984359,0.00010638664,4.7791072e-8,0.040669773,0.0002666759,0.000007920966,0.118818186,0.0008126739,0.07814404],"study_design_scores_gemma":[0.00887829,0.006958143,0.017994445,0.020917282,0.00005832827,0.000009848345,0.7859825,0.076085635,0.00024891482,0.076389186,0.005792589,0.0006848271],"about_ca_topic_score_codex":0.000024572244,"about_ca_topic_score_gemma":0.000030338244,"teacher_disagreement_score":0.74531275,"about_ca_system_score_codex":0.00066538615,"about_ca_system_score_gemma":0.00057105644,"threshold_uncertainty_score":0.5307804},"labels":[],"label_agreement":null},{"id":"W2955995579","doi":"10.2139/ssrn.3093802","title":"(Personal Finance) : 2010~2015 (Content Analysis of Personal Finance Research in Korea: 2010-2015)","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Content analysis; Finance; Content (measure theory); Business; Accounting; Sociology; Social science","score_opus":0.19264650948345882,"score_gpt":0.4668342886730473,"score_spread":0.2741877791895885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955995579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9570714,0.004839492,0.0013785696,0.03126783,0.0021009261,0.00093917316,0.00012366356,0.00003714583,0.0022417502],"genre_scores_gemma":[0.93398887,0.0029128063,0.000048925674,0.00019226036,0.0006441238,0.000107671156,0.000016117703,0.000046300385,0.062042944],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98964393,0.0015092951,0.0019496972,0.0005686765,0.0014437911,0.0048846235],"domain_scores_gemma":[0.99523115,0.0009411477,0.0010015889,0.0004628063,0.0022102636,0.00015301668],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015320124,0.00030496359,0.00086390757,0.0019529726,0.00074301014,0.000020723886,0.000625556,0.00044268635,0.00027804793],"category_scores_gemma":[0.00057315174,0.00021941891,0.00030084414,0.0033752252,0.00028786986,0.0005193183,0.000150185,0.0051040584,0.00028694994],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0019592685,0.00075153576,0.60035586,0.00046711476,0.0019346657,0.000056830017,0.011675828,0.000026448388,0.0018987551,0.23479372,0.09016656,0.055913415],"study_design_scores_gemma":[0.013143815,0.0026785808,0.7318541,0.006079999,0.00033786247,0.0003113104,0.05576874,0.0024517048,0.00018482695,0.10205181,0.083208546,0.0019287377],"about_ca_topic_score_codex":0.002853549,"about_ca_topic_score_gemma":0.023613732,"teacher_disagreement_score":0.13274191,"about_ca_system_score_codex":0.005898365,"about_ca_system_score_gemma":0.011915532,"threshold_uncertainty_score":0.99791783},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.6108154843177286,"score_gpt":0.5032571488885421,"score_spread":0.10755833542918647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2959893803","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024356736,0.00023095602,0.024683133,0.044232715,0.029352248,0.0107910335,0.049527526,0.0011719515,0.8156537],"genre_scores_gemma":[0.85578907,0.00007771781,0.0048695067,0.0044763354,0.009738092,0.00009987355,0.013358312,0.00006719413,0.1115239],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976257,0.00014341249,0.00044343405,0.0007917809,0.0005854937,0.00041018752],"domain_scores_gemma":[0.9947202,0.00025626033,0.00034477303,0.0010955189,0.003500101,0.0000831326],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017725969,0.0001751305,0.00024679227,0.00026320864,0.003255578,0.000029542278,0.0012193323,0.000166652,0.00007894089],"category_scores_gemma":[0.0022737624,0.00017452087,0.000029421952,0.0007519069,0.00032449767,0.00329758,0.0013244621,0.00039047262,0.00086948345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033033788,0.00008039642,0.0004332748,0.00024697153,0.0001603985,0.0000029957698,0.00022823212,0.000007869562,0.000011408057,0.22767161,0.7700495,0.0007769845],"study_design_scores_gemma":[0.0009882207,0.00014273686,0.0003537095,0.00014718134,0.000012041984,0.0000019777708,0.0012122063,0.00156006,0.0000058051874,0.0005026959,0.9949049,0.00016847091],"about_ca_topic_score_codex":0.0023632,"about_ca_topic_score_gemma":0.015104933,"teacher_disagreement_score":0.83143234,"about_ca_system_score_codex":0.0012369261,"about_ca_system_score_gemma":0.0012958377,"threshold_uncertainty_score":0.99990845},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_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","score_opus":0.4966403461989584,"score_gpt":0.5117411916771606,"score_spread":0.015100845478202174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028500325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9757659,0.000009505267,0.000008715885,0.0022363367,0.000051668514,0.0034589986,0.000018119248,0.000018324872,0.018432453],"genre_scores_gemma":[0.99887884,0.0000011428781,0.00001109234,0.0005605809,0.00015922236,0.00034672738,0.000003383903,0.000017669481,0.000021361953],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99445176,0.003455455,0.0009438728,0.0003153009,0.0003452599,0.00048837136],"domain_scores_gemma":[0.9903116,0.008590151,0.00036398708,0.00020974215,0.0004603184,0.00006419151],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006632507,0.00013193542,0.00038979508,0.00022764741,0.0006505376,0.000019096635,0.00016270707,0.00008443015,0.000015160243],"category_scores_gemma":[0.0017725104,0.00009935372,0.000022420187,0.0009660492,0.00017550252,0.00009432543,0.00011607219,0.0011392508,0.000019797124],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016422744,0.00021727411,0.7985128,0.0028195153,0.00008103951,0.0000068357112,0.041371554,0.007626227,0.000121425524,0.14261505,0.0013870252,0.0035989522],"study_design_scores_gemma":[0.0246566,0.01227417,0.7463342,0.00990173,0.000029662544,0.0000016383076,0.07522608,0.110130906,0.0037598852,0.012436412,0.0039030516,0.0013456424],"about_ca_topic_score_codex":0.00022421654,"about_ca_topic_score_gemma":0.00016463496,"teacher_disagreement_score":0.13017863,"about_ca_system_score_codex":0.00021830708,"about_ca_system_score_gemma":0.00026095766,"threshold_uncertainty_score":0.5003475},"labels":[],"label_agreement":null},{"id":"W3042405410","doi":"10.46665/kwe.2019.08.20.2.105","title":"Analysis of the Relationship between Saving and Investment in Korea: Influence of Foreign Exchange Crisis and Foreign Reserves","year":2019,"lang":"en","type":"article","venue":"Korea and the World Economy","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Investment (military); Economics; Foreign direct investment; Monetary economics; Foreign-exchange reserves; Positive correlation; Exchange rate; Negative correlation; International economics; Foreign exchange; Foreign portfolio investment; Return on investment; Macroeconomics; Open-ended investment company; Production (economics); Geography","score_opus":0.07054160789068425,"score_gpt":0.35724455835560937,"score_spread":0.2867029504649251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042405410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94179493,0.00031755675,0.0000033956858,0.00090258534,0.000027320988,0.0009933552,0.00003155598,0.0000064607325,0.055922817],"genre_scores_gemma":[0.99871606,0.000012326584,0.000031290365,0.00039444014,0.000026533828,0.00010410763,0.000010811967,0.000009217264,0.0006952277],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982956,0.000394205,0.0008162626,0.0002037188,0.00008860838,0.00020161043],"domain_scores_gemma":[0.9967175,0.002228232,0.0005241448,0.00038499155,0.00009912364,0.000045990273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016465535,0.00010960844,0.00045787205,0.00041225253,0.00020648848,0.000011751656,0.00013774933,0.000080715654,0.0000190216],"category_scores_gemma":[0.00017023442,0.00006896098,0.000047018766,0.0009063773,0.00020493215,0.00022536985,0.0001943954,0.00024058079,0.0000018059847],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018817349,0.000003205553,0.7291614,0.000371432,0.000056628105,4.6431875e-8,0.0019729987,0.000014803352,5.1209e-7,0.26828453,0.000060968596,0.00005471457],"study_design_scores_gemma":[0.00066664466,0.000015218985,0.9302007,0.00027131522,0.00006187767,2.2461896e-7,0.0028692815,0.00011963094,0.0000065083577,0.0653967,0.00033007702,0.00006184396],"about_ca_topic_score_codex":0.0025468366,"about_ca_topic_score_gemma":0.00347751,"teacher_disagreement_score":0.20288782,"about_ca_system_score_codex":0.000058015856,"about_ca_system_score_gemma":0.00005882267,"threshold_uncertainty_score":0.3850072},"labels":[],"label_agreement":null},{"id":"W310412390","doi":"","title":"A Study on Effective Revenue Model for Virtual World - Focusing on Payment Method of In-Game Assets in Social Virtual World","year":2008,"lang":"en","type":"article","venue":"Journal of Korea Game Society","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Virtual world; Revenue; Payment; Virtual economy; Revenue model; Business; Metaverse; Commerce; Computer science; Finance; Virtual reality; World Wide Web; Human–computer interaction","score_opus":0.15053631915978216,"score_gpt":0.4844438982437645,"score_spread":0.33390757908398233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W310412390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98535466,0.00002083636,0.008514888,0.0013655418,0.0009788084,0.002946203,0.00011988034,0.000015528616,0.00068366196],"genre_scores_gemma":[0.9947239,0.0000051175707,0.0016707194,0.0010063307,0.00088062795,0.00022231357,0.000005225144,0.000057961748,0.0014277814],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9946345,0.001215335,0.0023026098,0.00032403105,0.0009240571,0.0005994323],"domain_scores_gemma":[0.9945112,0.0024270497,0.0019867097,0.00022879895,0.00073140126,0.00011484365],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0057270783,0.00029046004,0.0010780515,0.000638554,0.0003247471,0.000010379805,0.00025678644,0.00025311724,0.0000064012656],"category_scores_gemma":[0.0005112521,0.0002550939,0.00042098077,0.0012572117,0.00008245206,0.0002588096,0.000081805025,0.0019056987,0.0000048961965],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0076626334,0.008141252,0.25590464,0.0012652251,0.0008673008,0.00015780824,0.58105505,0.015236404,0.0018992218,0.017954387,0.07965476,0.030201329],"study_design_scores_gemma":[0.036259133,0.011541457,0.83326304,0.008943974,0.00013788584,0.00004756333,0.079958774,0.015978279,0.0009306026,0.009132287,0.0024722533,0.0013347625],"about_ca_topic_score_codex":0.00011952187,"about_ca_topic_score_gemma":0.00061159936,"teacher_disagreement_score":0.57735837,"about_ca_system_score_codex":0.0022500046,"about_ca_system_score_gemma":0.0009833438,"threshold_uncertainty_score":0.9999901},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Population; Political science; Economic growth; Business; Economics; Sociology; Finance","score_opus":0.09607219208764954,"score_gpt":0.46644966418641626,"score_spread":0.3703774720987667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122095224","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38444477,0.005460876,0.0023437804,0.101826504,0.039499402,0.012031795,0.0015225692,0.0029681695,0.44990215],"genre_scores_gemma":[0.89802504,0.00024814653,0.0007375462,0.022825744,0.0064854254,0.0002187892,0.00036303935,0.00028059224,0.070815705],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98365307,0.0028664374,0.0051242663,0.0021334295,0.002132717,0.004090101],"domain_scores_gemma":[0.9898839,0.001106898,0.002200399,0.0031584317,0.0021570646,0.0014932824],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00513046,0.0015271088,0.0020639275,0.0011568462,0.0026866833,0.00032379501,0.0017200132,0.0024771278,0.0039235023],"category_scores_gemma":[0.0015651819,0.001580791,0.0005879315,0.0032357923,0.000364954,0.0012844473,0.00044248597,0.0042362097,0.025784573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005445847,0.0013683555,0.05337785,0.00362023,0.0002466253,0.0002495615,0.010837554,0.000048712613,0.00050587155,0.1090978,0.74345094,0.076651916],"study_design_scores_gemma":[0.0052412706,0.0019392486,0.22698459,0.0050617456,0.00015744634,0.00013196495,0.0070933197,0.0007527605,0.00036998294,0.0146343885,0.73450315,0.0031301344],"about_ca_topic_score_codex":0.0016843544,"about_ca_topic_score_gemma":0.00042225976,"teacher_disagreement_score":0.51358026,"about_ca_system_score_codex":0.0020246045,"about_ca_system_score_gemma":0.0031593405,"threshold_uncertainty_score":0.99974775},"labels":[],"label_agreement":null},{"id":"W3125672917","doi":"10.4271/2021-01-0805","title":"Simulation Method for Automotive Remote Keyless application","year":2021,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"General Motors (Canada)","funders":"","keywords":"Automotive industry; Computer science; Engineering; Aerospace engineering","score_opus":0.05741893726057721,"score_gpt":0.4366700815786733,"score_spread":0.3792511443180961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125672917","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16588344,0.0012589488,0.020978507,0.10823614,0.007991145,0.04190241,0.0023101827,0.025518404,0.62592083],"genre_scores_gemma":[0.9440255,0.0000375208,0.0412812,0.008620788,0.00070091203,0.0012983859,0.0005032177,0.00020947753,0.0033229787],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9920879,0.001065911,0.0026307092,0.0017301365,0.0010921095,0.0013932525],"domain_scores_gemma":[0.9889432,0.0055777947,0.0009088872,0.0020110698,0.0021447116,0.00041430927],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0026437747,0.00075332884,0.0012509138,0.00029456906,0.0014970275,0.00007015415,0.0007854988,0.0018429691,0.0003624227],"category_scores_gemma":[0.006727291,0.0007098268,0.00046418564,0.0018433305,0.00038114248,0.0005895153,0.0004648092,0.0020876797,0.00038520107],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059363747,0.0003288863,0.00026508488,0.00084784115,0.00007019502,0.000017535249,0.00021760158,0.0004287479,0.81921554,0.13389446,0.006141087,0.037979398],"study_design_scores_gemma":[0.0013611321,0.00063743175,0.72165436,0.0007529223,0.00006445765,0.000024748912,0.00085215445,0.000022078604,0.00015593867,0.019381557,0.2543169,0.00077630015],"about_ca_topic_score_codex":0.00014791939,"about_ca_topic_score_gemma":0.053645924,"teacher_disagreement_score":0.8190596,"about_ca_system_score_codex":0.0012738127,"about_ca_system_score_gemma":0.00077893934,"threshold_uncertainty_score":0.9998029},"labels":[],"label_agreement":null},{"id":"W3125926549","doi":"","title":"공유 드라이브를 활용한 대학기록물 관리에 관한 연구","year":2017,"lang":"ko","type":"article","venue":"한국도서관정보학회 동계 학술발표회","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Plan (archaeology); Guideline; Public relations; Computer security; World Wide Web; Computer science; Engineering; Political science; Geography; Law","score_opus":0.179005308897298,"score_gpt":0.511077993410693,"score_spread":0.33207268451339506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125926549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46314794,0.0010161626,0.0006295275,0.05391444,0.050880987,0.00620715,0.0013028336,0.0009075656,0.4219934],"genre_scores_gemma":[0.890802,0.00015198447,0.00035393162,0.00400279,0.0062791263,0.00032702935,0.00015995567,0.00026978707,0.097653374],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890857,0.0016601124,0.0033343884,0.0015556173,0.0015431893,0.0028210157],"domain_scores_gemma":[0.9874385,0.0008739209,0.0033601585,0.005390953,0.0020011275,0.0009353267],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004413535,0.0010044929,0.0014970786,0.00052511937,0.008011301,0.0006824107,0.0026191697,0.0019716988,0.0033054869],"category_scores_gemma":[0.0030859383,0.0010135693,0.00039565034,0.0005973034,0.000688081,0.0015251111,0.0013768978,0.0031996968,0.0278583],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026590697,0.00054613146,0.5247136,0.007190954,0.0002780772,0.00025454705,0.009499235,0.0000046254854,0.00022577732,0.08568142,0.32564557,0.04569417],"study_design_scores_gemma":[0.0039864625,0.000549369,0.4706348,0.005798819,0.00009357872,0.00006412682,0.0055514644,0.00038740318,0.0002573782,0.008009183,0.5027567,0.0019106942],"about_ca_topic_score_codex":0.0056071053,"about_ca_topic_score_gemma":0.001673624,"teacher_disagreement_score":0.4276541,"about_ca_system_score_codex":0.0011968069,"about_ca_system_score_gemma":0.0025979162,"threshold_uncertainty_score":0.99932396},"labels":[],"label_agreement":null},{"id":"W3184394843","doi":"","title":"최근 정보보호제품 공통평가기준에 관한 고찰","year":2008,"lang":"ko","type":"article","venue":"보안공학연구논문지","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"NIST; Certified Information Systems Security Professional; United States National Security Agency; Computer science; Agency (philosophy); Computer security; Political science; National security; Information security; Law; Sociology; Security service","score_opus":0.18289721905601494,"score_gpt":0.45494758145435393,"score_spread":0.272050362398339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184394843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5951013,0.0017471053,0.0008000963,0.017671723,0.024655644,0.004190036,0.00058842544,0.0009479893,0.35429767],"genre_scores_gemma":[0.87570304,0.00025589933,0.0003766844,0.0054431357,0.0038326802,0.0002207993,0.00016214266,0.0001799818,0.113825664],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912169,0.0016604451,0.002796208,0.0010265111,0.0012246814,0.0020752377],"domain_scores_gemma":[0.99425906,0.0008443596,0.0011002662,0.0016689693,0.0014673657,0.00066000776],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0020414817,0.000677076,0.0010315794,0.00053151266,0.0027926078,0.000050308503,0.00076796324,0.0013219606,0.0041052257],"category_scores_gemma":[0.0008133453,0.0006883877,0.0002605685,0.0018190333,0.00040717804,0.0006144761,0.0003920156,0.002335313,0.029680321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014503946,0.00045638045,0.2898635,0.0031733369,0.00013077719,0.00035287338,0.018437501,0.000007629669,0.000111790265,0.034832284,0.6426013,0.009887614],"study_design_scores_gemma":[0.002691308,0.0005052982,0.18309003,0.0021263086,0.00003546468,0.0002797621,0.0061451034,0.00021326962,0.0001643699,0.001808987,0.80161774,0.0013223747],"about_ca_topic_score_codex":0.0024316479,"about_ca_topic_score_gemma":0.0002949027,"teacher_disagreement_score":0.2806017,"about_ca_system_score_codex":0.00097286183,"about_ca_system_score_gemma":0.0027204691,"threshold_uncertainty_score":0.99997455},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.09332766653314047,"score_gpt":0.52521744977075,"score_spread":0.43188978323760957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191164419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880957,0.001267198,0.0064449124,0.0028247861,0.00046454606,0.00016752376,0.0000046327646,0.000014122024,0.00071658136],"genre_scores_gemma":[0.957718,0.00034019357,0.041675888,0.000063532614,0.00009501054,0.000014963388,0.000004651223,0.000012589075,0.00007516746],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99725676,0.00022716339,0.0014615776,0.00017798234,0.00057216274,0.0003043479],"domain_scores_gemma":[0.99012846,0.0003591071,0.00066578714,0.000106067055,0.008698223,0.000042339165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023038196,0.000090364134,0.00029068856,0.0021167577,0.00028484242,0.000016422468,0.00022451696,0.00019797898,0.000028101236],"category_scores_gemma":[0.003212552,0.00009010267,0.000016983586,0.0020264594,0.00025109935,0.00024424386,0.000356623,0.0015084973,0.0000015771891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017161344,0.00020478378,0.3255504,0.00044207388,0.00013682652,0.00014211277,0.003890392,0.00013583849,0.02176015,0.42782164,0.000052912532,0.21969123],"study_design_scores_gemma":[0.006921994,0.0005578224,0.11810949,0.00836205,0.000012620852,0.0016217058,0.11095917,0.0037762085,0.0121173095,0.57667404,0.16013658,0.0007510303],"about_ca_topic_score_codex":0.000023551162,"about_ca_topic_score_gemma":0.00016063273,"teacher_disagreement_score":0.2189402,"about_ca_system_score_codex":0.0004417265,"about_ca_system_score_gemma":0.0009142058,"threshold_uncertainty_score":0.6553754},"labels":[],"label_agreement":null},{"id":"W3209198102","doi":"","title":"국내 금융전문인력 자격제도의 효율적 운영방안에 관한 연구: 재무설계 전문자격과의 연계를 중심으로 (A Study on the Effective Operation of the Qualification System for Financial Professionals in Korea: Focusing on the Connection with the Qualification for Financial Planning)","year":2021,"lang":"ko","type":"article","venue":"SSRN Electronic Journal","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Financial plan; Finance; Business; Financial services; Accounting management; Strategic financial management; Financial analysis; Indirect finance; Financial management; Accounting; Strategic planning; Marketing; Accounting information system","score_opus":0.061221193219041015,"score_gpt":0.4072694358957513,"score_spread":0.3460482426767103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209198102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9138527,0.00042710264,0.015237185,0.047381204,0.0032659736,0.019497253,0.00015835576,0.00003986304,0.00014038302],"genre_scores_gemma":[0.9914522,0.00002166168,0.000015074355,0.0011740747,0.0019966525,0.004563293,0.00008127792,0.00009678963,0.0005989321],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98382735,0.009877287,0.0023001407,0.00076548057,0.0012525335,0.0019772155],"domain_scores_gemma":[0.98556966,0.0074481564,0.0032187689,0.0010176022,0.00267716,0.00006864982],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.026442748,0.00055064115,0.00076071196,0.00026895912,0.0056479173,0.00017216612,0.0007801213,0.00054077664,0.0000073278693],"category_scores_gemma":[0.0049821013,0.00026934454,0.0002786957,0.0015293884,0.00016753105,0.00034294644,0.000092339855,0.004417592,0.000012780335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.004635255,0.0014672165,0.011896084,0.0011290238,0.00033962622,0.000001708544,0.040589906,0.0011241119,0.0012290942,0.93040776,0.0026303232,0.0045498796],"study_design_scores_gemma":[0.011084546,0.008506528,0.23007824,0.013675373,0.0004339671,0.00014621868,0.6944338,0.0033547017,0.007905028,0.027293675,0.001926787,0.0011611156],"about_ca_topic_score_codex":0.00038650035,"about_ca_topic_score_gemma":0.006101421,"teacher_disagreement_score":0.9031141,"about_ca_system_score_codex":0.004569069,"about_ca_system_score_gemma":0.012781791,"threshold_uncertainty_score":0.99997586},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Destinations; Medical emergency; Computer science; Medicine; Geography","score_opus":0.13995388058108035,"score_gpt":0.4163656937983438,"score_spread":0.2764118132172635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221126921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7799294,0.00001800939,0.0009640017,0.027598202,0.0047022933,0.0011948348,0.0005158539,0.00015061385,0.1849268],"genre_scores_gemma":[0.997537,0.000029736246,0.00049167057,0.00066738593,0.00019393074,0.00016356318,0.00023135147,0.00001751269,0.0006678355],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99812424,0.000051357292,0.0009083794,0.00026648943,0.00044087245,0.00020867253],"domain_scores_gemma":[0.9975581,0.000058717604,0.00064543786,0.000058965124,0.001563033,0.000115718125],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00047579638,0.00012290475,0.0001626506,0.00021889756,0.00081657287,0.000024824378,0.00019741549,0.00006894798,0.0016915028],"category_scores_gemma":[0.00031720006,0.00012647705,0.000025645366,0.00025607372,0.00003560009,0.0003145335,0.00014730696,0.00040029152,0.00001958927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013863201,0.0003489441,0.023249326,0.00008509783,0.000023899845,1.9310306e-7,0.0026612084,0.00007428233,0.0033817098,0.9445033,0.016988447,0.008544944],"study_design_scores_gemma":[0.003489847,0.010981287,0.030886495,0.00086602074,0.000110217254,0.000034400655,0.3121664,0.1884511,0.0048878687,0.22631691,0.21841218,0.0033972738],"about_ca_topic_score_codex":0.00007029186,"about_ca_topic_score_gemma":0.000012482265,"teacher_disagreement_score":0.7181864,"about_ca_system_score_codex":0.00014100767,"about_ca_system_score_gemma":0.00015764756,"threshold_uncertainty_score":0.9992211},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.4420523601048973,"score_gpt":0.5269928974492193,"score_spread":0.084940537344322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240592608","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00027764452,0.0027042793,0.0006321855,0.002758848,0.009593085,0.010947264,0.0002565336,0.00017147418,0.9726587],"genre_scores_gemma":[0.25559542,0.0076476075,0.00008007015,0.044409793,0.0030687891,0.0044716387,0.0006912376,0.00030569165,0.68372977],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931241,0.001164849,0.0027807886,0.0006108081,0.0017972776,0.0005221291],"domain_scores_gemma":[0.98839474,0.0017130503,0.002976696,0.0020651957,0.004782124,0.00006817194],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009041079,0.0004042963,0.0012690844,0.00013385412,0.0004222808,0.000008414521,0.00049716566,0.00077815086,0.0052092583],"category_scores_gemma":[0.0014966695,0.00024576366,0.00025317812,0.0004615614,0.00007471376,0.00008889468,0.00019799557,0.0019980443,0.004062277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055413948,0.000058541526,0.00085135346,0.119157225,0.00008358029,4.1240858e-7,0.00016196123,2.2025111e-7,0.000007171763,0.07695835,0.7983119,0.0043538692],"study_design_scores_gemma":[0.00016039703,0.00016127265,0.0014060677,0.060719077,0.00004763594,0.0000037012892,0.0006252716,0.000006882595,0.000007128291,0.002478273,0.93411905,0.00026527225],"about_ca_topic_score_codex":0.0015759968,"about_ca_topic_score_gemma":0.00017003257,"teacher_disagreement_score":0.28892893,"about_ca_system_score_codex":0.0013532499,"about_ca_system_score_gemma":0.004710028,"threshold_uncertainty_score":0.99999946},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_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","score_opus":0.07371986060885662,"score_gpt":0.3813364622872046,"score_spread":0.307616601678348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285099486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9258057,0.0008202671,0.034503516,0.005997138,0.009892451,0.006343647,0.00030919,0.00063263334,0.015695482],"genre_scores_gemma":[0.98625696,0.000008994083,0.005331522,0.003805559,0.001202608,0.0009791842,0.000040981075,0.00010437731,0.002269837],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9931875,0.0032826115,0.0016514971,0.0002948271,0.0007960095,0.00078754144],"domain_scores_gemma":[0.9967141,0.001035232,0.0010624494,0.00028974458,0.00078947656,0.000109009736],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005643989,0.00023348,0.0003814168,0.00046886122,0.0041294238,0.00009709647,0.0005599231,0.00012342646,0.0002948516],"category_scores_gemma":[0.00025512377,0.00018517289,0.00011063498,0.00161288,0.000032493717,0.00030071553,0.00014520972,0.0018382036,0.00007978223],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015241724,0.00036791677,0.029576425,0.002899022,0.00017315395,0.0001317177,0.066539764,0.003187033,0.00039480373,0.0053805956,0.10262716,0.78857],"study_design_scores_gemma":[0.0035659757,0.0012283698,0.5430758,0.001752356,0.000059260936,0.004584404,0.05521929,0.18669334,0.00002978384,0.0067203976,0.1961639,0.00090713985],"about_ca_topic_score_codex":0.0008915178,"about_ca_topic_score_gemma":0.00035936318,"teacher_disagreement_score":0.78766286,"about_ca_system_score_codex":0.0019367341,"about_ca_system_score_gemma":0.00094985525,"threshold_uncertainty_score":0.99716705},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University; McMaster University; Ontario Tech University","funders":"","keywords":"Computer science; Human–computer interaction; Natural language processing; Multimedia","score_opus":0.10101809606360765,"score_gpt":0.47302435142947225,"score_spread":0.3720062553658646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361770419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78456515,0.0008501915,0.1525301,0.028636012,0.018906748,0.008641368,0.00025448058,0.00016021292,0.0054557174],"genre_scores_gemma":[0.99543464,0.00010136507,0.00011466592,0.00021638518,0.0009612672,0.0002712846,0.00004600577,0.000027757897,0.0028266076],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9965345,0.0001760876,0.0010851857,0.00016520736,0.00052835286,0.001510653],"domain_scores_gemma":[0.996942,0.0010320315,0.0008396969,0.00019430331,0.0009328261,0.00005917298],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055257813,0.00012480744,0.00020002699,0.00021700253,0.0010663942,0.00001583223,0.00026978666,0.00009195184,0.00007424304],"category_scores_gemma":[0.00016721908,0.00009106456,0.00011169144,0.00048646054,0.000040012343,0.00011905551,0.00006259739,0.0010484692,0.000053579122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000055966393,0.000041858813,0.010232004,0.00052168616,0.00027961878,1.6585692e-7,0.00073313,0.0003036676,0.0003711625,0.98164934,0.0021824697,0.00362896],"study_design_scores_gemma":[0.0072419844,0.0018721148,0.046235103,0.002924207,0.00029574116,0.00023421677,0.44769493,0.09047423,0.00040506164,0.361261,0.040331796,0.0010296043],"about_ca_topic_score_codex":0.0002664836,"about_ca_topic_score_gemma":0.0001457495,"teacher_disagreement_score":0.62038827,"about_ca_system_score_codex":0.0054564932,"about_ca_system_score_gemma":0.013684508,"threshold_uncertainty_score":0.9983614},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Actigraphy; Wrist; Computer science; Artificial intelligence; Real-time computing; Simulation; Machine learning; Medicine","score_opus":0.07005022551088513,"score_gpt":0.409805024630194,"score_spread":0.3397547991193089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392141982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903115,0.00006371052,0.0042037563,0.000035459474,0.0007325852,0.0008476345,0.000008069209,0.00045638243,0.0033408885],"genre_scores_gemma":[0.9975418,0.0000010560477,0.0018956793,0.0000023786488,0.00021147991,0.00011991853,0.000009861954,0.00004155916,0.00017630617],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997635,0.00048966135,0.0007820452,0.00036176207,0.0003666114,0.00036492577],"domain_scores_gemma":[0.99863756,0.00049080345,0.00030431323,0.00019370012,0.0002881827,0.00008543183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012828961,0.0001965646,0.00043776282,0.0005386943,0.00040555676,0.000030227977,0.000079607926,0.0001641969,0.0000035704409],"category_scores_gemma":[0.0000377249,0.00017631162,0.000037030943,0.0012499092,0.0000289032,0.00028736654,0.00006548561,0.0005096649,0.000033826866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055039476,0.00040670935,0.4767511,0.24623077,0.00027507474,0.00006103577,0.036686346,0.0016055146,0.1709343,0.02532039,0.000056773537,0.04112159],"study_design_scores_gemma":[0.00091735215,0.00008346867,0.102291755,0.03046473,0.000026881791,0.000012603175,0.022583287,0.83595306,0.006722125,0.0000072926377,0.000412006,0.00052545697],"about_ca_topic_score_codex":0.0020732384,"about_ca_topic_score_gemma":0.000047958263,"teacher_disagreement_score":0.83434755,"about_ca_system_score_codex":0.00135585,"about_ca_system_score_gemma":0.00077547214,"threshold_uncertainty_score":0.7189779},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.5401668917571744,"score_gpt":0.5357905051245518,"score_spread":0.00437638663262252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392412601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.802801,0.000019992254,0.0019524433,0.016406115,0.0067659197,0.011696281,0.00078237045,0.0017559696,0.15781988],"genre_scores_gemma":[0.98778534,0.0000018437815,0.0002873356,0.0038759809,0.0004582882,0.0011144886,0.00046465127,0.000031115356,0.005980966],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99780554,0.00033007166,0.0008689631,0.00022199775,0.00023282449,0.0005406337],"domain_scores_gemma":[0.99799544,0.0010779426,0.00018116567,0.000439386,0.00024667682,0.000059384958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032034605,0.00011875046,0.00023528138,0.00025874778,0.00031980008,0.000014905292,0.00026883674,0.00017597032,0.000058579935],"category_scores_gemma":[0.00018037019,0.00007445099,0.0000459671,0.0010295188,0.000014309154,0.00026234638,0.000049732313,0.00036396994,0.0006283155],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029206183,0.00026970851,0.015319334,0.0061947335,0.00006194042,0.000017459324,0.04526905,0.000044959164,0.000036140547,0.48816487,0.43105128,0.013278444],"study_design_scores_gemma":[0.0024584853,0.00031680957,0.015419801,0.0005491865,0.000009842087,0.000010581532,0.5440773,0.011148085,0.000010241782,0.0034271292,0.42226383,0.00030871565],"about_ca_topic_score_codex":0.0007909443,"about_ca_topic_score_gemma":0.0034202698,"teacher_disagreement_score":0.49880823,"about_ca_system_score_codex":0.0002862887,"about_ca_system_score_gemma":0.00021426548,"threshold_uncertainty_score":0.8075934},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.18146696805329768,"score_gpt":0.4562496263890976,"score_spread":0.27478265833579996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394714493","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20270585,0.0003233134,0.7458226,0.012347978,0.0015017927,0.03157528,0.0001077926,0.00028715143,0.0053282627],"genre_scores_gemma":[0.92223483,0.0000039846245,0.059345968,0.0069149565,0.00009808539,0.011108509,0.000065923996,0.000038889342,0.0001888693],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99654186,0.00032439135,0.0017745167,0.00042916674,0.0003510253,0.0005790284],"domain_scores_gemma":[0.9975357,0.0009404322,0.0004523488,0.00026844576,0.00061036664,0.00019267379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010416198,0.00021438883,0.0005181873,0.00021283714,0.00022168425,0.000006125426,0.00021950675,0.00024696995,0.00007863353],"category_scores_gemma":[0.00023592434,0.0001906355,0.00007602105,0.00069958804,0.000032679483,0.0000590662,0.00011681853,0.0004672579,0.00012351076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020627263,0.0005581779,0.09832209,0.044845704,0.00017881805,0.000009525787,0.030668952,0.00021304448,0.000108961176,0.52197593,0.002468124,0.29858795],"study_design_scores_gemma":[0.022924064,0.006393251,0.14496666,0.034268223,0.00007419001,0.0000017283375,0.2826361,0.0072018113,0.033843756,0.031315483,0.43275332,0.0036214155],"about_ca_topic_score_codex":0.00020594438,"about_ca_topic_score_gemma":0.00015735817,"teacher_disagreement_score":0.719529,"about_ca_system_score_codex":0.00074080087,"about_ca_system_score_gemma":0.00049595017,"threshold_uncertainty_score":0.777389},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Business; Computer security","score_opus":0.08849605907165993,"score_gpt":0.4479160317211119,"score_spread":0.35941997264945197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399870171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030882177,0.022545984,0.9688938,0.00017027787,0.0019476649,0.0026827517,0.00003934787,0.00008922837,0.00054269267],"genre_scores_gemma":[0.9950596,0.0005330585,0.0030303453,0.000017787741,0.0004071543,0.00084705866,0.000026854075,0.000019921748,0.000058237925],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99765736,0.0005727916,0.0011670297,0.00025991062,0.00013852655,0.00020436154],"domain_scores_gemma":[0.99784964,0.0013469083,0.00032004,0.00017595988,0.00027453346,0.000032917753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019991586,0.00011871772,0.0003412523,0.0001334244,0.0003265008,0.000019145853,0.00011474217,0.00013659606,0.0000011900473],"category_scores_gemma":[0.00001681128,0.00010626827,0.000024951403,0.00028771602,0.000034749886,0.0003144155,0.00005787179,0.00015340575,0.0000033593574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017910266,0.00004806209,0.008781942,0.060742065,0.00007096389,0.0000015717378,0.013675022,0.00470191,0.00043174336,0.6600691,0.0020509306,0.2492476],"study_design_scores_gemma":[0.00091883633,0.00021500226,0.0013690613,0.0054145907,0.000017156019,0.0000103067905,0.0041302247,0.9163356,0.000029898805,0.0055591795,0.06564771,0.00035246814],"about_ca_topic_score_codex":0.00010383032,"about_ca_topic_score_gemma":0.000016275793,"teacher_disagreement_score":0.9919714,"about_ca_system_score_codex":0.00010664475,"about_ca_system_score_gemma":0.000060135088,"threshold_uncertainty_score":0.43334943},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Architecture; Process (computing); Computer science; Artificial intelligence; Geography; Archaeology; Operating system","score_opus":0.05217900504314697,"score_gpt":0.40889813938213937,"score_spread":0.3567191343389924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399977849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6603421,0.0029447677,0.31729558,0.004701452,0.0037570351,0.007982648,0.0000039978386,0.000085769345,0.0028866446],"genre_scores_gemma":[0.9954121,0.000016209928,0.0031690856,0.0000531335,0.00018235156,0.00035930556,9.64373e-7,0.000027728876,0.0007791274],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99570334,0.0006677889,0.0022155452,0.00016355675,0.0005975377,0.0006522071],"domain_scores_gemma":[0.9956075,0.0024229859,0.00064626435,0.0001211862,0.0011317773,0.00007030646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009257231,0.00017992314,0.00040348334,0.00067972846,0.00060668867,0.00004335357,0.00034380585,0.00014613794,0.000009879429],"category_scores_gemma":[0.0011688938,0.00011168677,0.00004948036,0.0018194021,0.00005815685,0.0002308929,0.00009252002,0.0009774755,0.00001181569],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034480814,0.00009677193,0.012103782,0.058243044,0.0004314812,0.0026404161,0.112713,0.008798976,0.00027555507,0.3243394,0.0033609644,0.47354853],"study_design_scores_gemma":[0.0014023563,0.0019701761,0.006995544,0.03353978,0.00005479782,0.00044289403,0.5829889,0.0026327972,0.04344696,0.14776494,0.17738241,0.0013784199],"about_ca_topic_score_codex":0.000015906431,"about_ca_topic_score_gemma":0.000017887098,"teacher_disagreement_score":0.4721701,"about_ca_system_score_codex":0.0015921537,"about_ca_system_score_gemma":0.0064402088,"threshold_uncertainty_score":0.99919236},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.1371924694355291,"score_gpt":0.49635067196546073,"score_spread":0.35915820252993164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400409959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92677945,0.0010641277,0.024561116,0.0004702912,0.007334103,0.0013700542,0.00013649941,0.00081868557,0.037465684],"genre_scores_gemma":[0.9961099,0.000005754599,0.0004466679,0.00082001125,0.0020733923,0.00016343029,0.00007704608,0.000070146074,0.0002336409],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968212,0.00052787486,0.00092449493,0.00055640633,0.0004771898,0.0006928084],"domain_scores_gemma":[0.9983843,0.00034019974,0.000217167,0.00042137137,0.00048666247,0.0001503276],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015269074,0.0002570193,0.00035227952,0.00035360482,0.0008785619,0.0002500714,0.00046707274,0.000355338,0.00012215409],"category_scores_gemma":[0.00008900442,0.00024541063,0.00008320795,0.0013494254,0.000051730134,0.0010332156,0.00017336175,0.0011087466,0.00017438763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029244812,0.001398386,0.20731796,0.15071777,0.0014839275,0.0006474441,0.120249785,0.01619583,0.006799087,0.3909947,0.082438156,0.021464515],"study_design_scores_gemma":[0.001378671,0.00011929545,0.008012515,0.0088225445,0.00013490714,0.00015683114,0.0061224555,0.8692782,0.0030448574,0.046313938,0.054565053,0.0020507271],"about_ca_topic_score_codex":0.0015672796,"about_ca_topic_score_gemma":0.00009788625,"teacher_disagreement_score":0.85308236,"about_ca_system_score_codex":0.0005304774,"about_ca_system_score_gemma":0.0004848214,"threshold_uncertainty_score":0.9999998},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Experiential learning; Psychology; Computer science; Mathematics education","score_opus":0.04844830001734979,"score_gpt":0.38348745950342655,"score_spread":0.33503915948607677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400508207","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031517304,0.042898647,0.7796034,0.00038464295,0.03828842,0.009145188,0.000058715195,0.00031913523,0.12615012],"genre_scores_gemma":[0.9228716,0.0000742777,0.0036240323,0.00017641931,0.0047710277,0.0012601016,0.0002851383,0.00018850475,0.06674894],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99711716,0.00008710878,0.0016642065,0.00047883767,0.00023463117,0.00041807],"domain_scores_gemma":[0.99712545,0.001417275,0.0007647529,0.0002575242,0.00035756457,0.00007744584],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008350851,0.00033130852,0.0006963544,0.00026786738,0.00035414723,0.000041487576,0.00012449626,0.0014562735,0.0000330095],"category_scores_gemma":[0.00022250506,0.0003025323,0.00007346303,0.000120588964,0.000047641286,0.000046938174,0.00008867335,0.0015427654,0.000016362672],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009670355,0.000026541948,0.0009926683,0.012905812,0.00012960621,0.0000028522015,0.021775616,0.0061731352,0.0000095488995,0.8401876,0.0007659068,0.11693398],"study_design_scores_gemma":[0.0003335822,0.00011428848,0.000051019706,0.02620916,0.000030159186,0.0000066467583,0.001377851,0.013536137,0.000005674111,0.032584045,0.92513347,0.0006179847],"about_ca_topic_score_codex":0.00007961042,"about_ca_topic_score_gemma":0.00012777881,"teacher_disagreement_score":0.92436755,"about_ca_system_score_codex":0.00042088787,"about_ca_system_score_gemma":0.0009126576,"threshold_uncertainty_score":0.99994266},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"Computer science; Latency (audio); Embedded system; Data exchange; Database; Telecommunications","score_opus":0.3129245050012078,"score_gpt":0.4680963291768667,"score_spread":0.15517182417565895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400882754","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1393554,0.0148614645,0.555208,0.0062991786,0.014527591,0.013738613,0.0010790819,0.0017355224,0.2531951],"genre_scores_gemma":[0.99276435,0.0004187585,0.0016693324,0.00020045745,0.00012098523,0.00010072742,0.00022270608,0.000025543402,0.0044771545],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837345,0.00013696578,0.0007519273,0.00030642987,0.00019014932,0.00024104993],"domain_scores_gemma":[0.9983458,0.0006542583,0.00012813561,0.0005727359,0.00023397114,0.000065101085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001426756,0.00010453283,0.00017432359,0.00015837746,0.00014226082,0.000016552533,0.00019717978,0.00015889101,0.0004954971],"category_scores_gemma":[0.00013942758,0.000083252744,0.00001155014,0.00036137234,0.00005661219,0.0004051176,0.00008145541,0.00025771552,0.00040507852],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023592854,0.00017564443,0.012992622,0.0335753,0.00022694083,0.000015961354,0.024886716,0.000007670422,0.006993567,0.37136906,0.24990116,0.2996194],"study_design_scores_gemma":[0.002037356,0.0007653774,0.012958889,0.012869435,0.00012619483,0.000064661705,0.03734345,0.067910634,0.020650772,0.017943302,0.8255637,0.0017662022],"about_ca_topic_score_codex":0.0003623612,"about_ca_topic_score_gemma":0.000036424924,"teacher_disagreement_score":0.85340893,"about_ca_system_score_codex":0.00008256369,"about_ca_system_score_gemma":0.0003149033,"threshold_uncertainty_score":0.5425346},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.1215034055504619,"score_gpt":0.49843046084412485,"score_spread":0.37692705529366294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402811449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9528731,0.0011863566,0.00071333407,0.020339008,0.0006335938,0.004769953,0.00024341996,0.00010565059,0.019135574],"genre_scores_gemma":[0.99258083,0.000026277274,0.0019351081,0.0016550827,0.00017826083,0.0008178157,0.00007061759,0.000019126312,0.0027168735],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99851656,0.00020232602,0.0006904072,0.00017301552,0.0001676726,0.00025002725],"domain_scores_gemma":[0.9982329,0.0011393963,0.000094139796,0.00033501038,0.00016931587,0.000029221761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013584797,0.000085651416,0.00018009992,0.00010388112,0.0001299658,0.00001253719,0.0002147741,0.00011083327,0.000065042776],"category_scores_gemma":[0.00019756894,0.00005324631,0.000025196614,0.00038556766,0.000025088444,0.00011081361,0.00017849477,0.00034054785,0.0000074373525],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014692717,0.0003732259,0.067776754,0.034338478,0.00006996995,0.000007726543,0.07916784,0.0000073211677,0.0007353279,0.45287842,0.3332638,0.031234208],"study_design_scores_gemma":[0.0011976508,0.00041319922,0.020750167,0.0041589425,0.000009176434,0.0000071651543,0.07477644,0.013923239,0.00006326343,0.010094353,0.8743639,0.00024250998],"about_ca_topic_score_codex":0.0008177732,"about_ca_topic_score_gemma":0.0007117169,"teacher_disagreement_score":0.5411001,"about_ca_system_score_codex":0.000078520934,"about_ca_system_score_gemma":0.0001828589,"threshold_uncertainty_score":0.21713214},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Operating system; Computer science; Code (set theory); Base (topology); Programming language; Mathematics","score_opus":0.10474521275468926,"score_gpt":0.48129570076553907,"score_spread":0.3765504880108498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403024253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8954438,0.00018161857,0.00056811556,0.0031678167,0.0004859765,0.00073976646,0.00038529557,0.00012553942,0.09890211],"genre_scores_gemma":[0.9950314,0.000009211586,0.00025652585,0.0012784543,0.00009791125,0.0000585933,0.00013632797,0.000017683282,0.0031138796],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973502,0.000802113,0.0011252897,0.00020319333,0.0002944891,0.00022472428],"domain_scores_gemma":[0.99811256,0.0009947657,0.0001781866,0.00054452213,0.0001258327,0.000044158878],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015914384,0.00009029477,0.0003288458,0.00062626525,0.00007856117,0.00001643861,0.0002962267,0.00014421277,0.0010842775],"category_scores_gemma":[0.00008130554,0.00005718393,0.0000847827,0.004150984,0.00004744559,0.0004165472,0.000050293336,0.00036083988,0.0000491887],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006460719,0.00023618125,0.6472268,0.003620396,0.00024637405,0.000025899257,0.023032872,0.00015517416,0.0003603517,0.29257435,0.02897609,0.0034808738],"study_design_scores_gemma":[0.000852639,0.0005570385,0.7295182,0.0024281,0.00033008016,0.0000027318745,0.09721396,0.10803373,0.0010610757,0.005739123,0.05372689,0.0005364333],"about_ca_topic_score_codex":0.001233141,"about_ca_topic_score_gemma":0.0012671477,"teacher_disagreement_score":0.28683522,"about_ca_system_score_codex":0.00004222904,"about_ca_system_score_gemma":0.00045822244,"threshold_uncertainty_score":0.9998289},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06181393183739644,"score_gpt":0.38044122145169185,"score_spread":0.31862728961429543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407051601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006221661,0.00008358749,0.95750546,0.00444786,0.0013744364,0.0022431265,0.0001954771,0.0005133419,0.02741506],"genre_scores_gemma":[0.9910713,0.00018878985,0.0029713511,0.0011924369,0.000027114045,0.00085706456,0.00014449478,0.00003880812,0.0035086758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974506,0.001014158,0.00067416835,0.00033132892,0.00023600012,0.00029377633],"domain_scores_gemma":[0.99618334,0.0018343339,0.00023167106,0.0010942455,0.00057805475,0.00007838643],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00050233555,0.00021329925,0.00026090906,0.00053620513,0.0022960007,0.00003737912,0.00029423548,0.0002815613,0.000087471824],"category_scores_gemma":[0.000095432784,0.00021215179,0.000055299024,0.0010866694,0.00015210836,0.00023717845,0.000009723878,0.0014493172,0.000056569184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020711783,0.002224914,0.014577505,0.0010281564,0.00047770658,0.0000015703013,0.004427424,0.87151754,0.00042363832,0.01933614,0.0019546968,0.08195951],"study_design_scores_gemma":[0.0014674746,0.00026913974,0.0011734604,0.00071132265,0.000051975145,9.5036455e-7,0.00060729566,0.9892277,0.00032451464,0.00013598899,0.005825018,0.00020516933],"about_ca_topic_score_codex":0.00024425038,"about_ca_topic_score_gemma":0.00018397416,"teacher_disagreement_score":0.98484963,"about_ca_system_score_codex":0.00040029426,"about_ca_system_score_gemma":0.00033654025,"threshold_uncertainty_score":0.9990029},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Computer science; Service (business); World Wide Web; Business; Marketing","score_opus":0.13132614529701658,"score_gpt":0.49520712095994934,"score_spread":0.36388097566293276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408258187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44142902,0.00008597298,0.40892252,0.011329968,0.007869976,0.010142239,0.00022341554,0.0027785408,0.11721837],"genre_scores_gemma":[0.9455987,2.3138136e-7,0.047117174,0.0027107978,0.00027490375,0.0009040402,0.00020152924,0.000049972823,0.003142654],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99743724,0.000088624634,0.0014045802,0.00031877708,0.000301569,0.00044922458],"domain_scores_gemma":[0.9982532,0.00045932512,0.0001623984,0.00031231638,0.00069865485,0.000114065806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020979962,0.00014094508,0.00026753094,0.00021668877,0.00030066408,0.000013146678,0.00018286232,0.0002520188,0.00046626484],"category_scores_gemma":[0.000104863015,0.00011940991,0.00004143252,0.00060621573,0.000016072978,0.0001918141,0.00005822651,0.0002811629,0.00028446352],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087991916,0.0013530196,0.0037831012,0.15214123,0.00022144821,0.000034450055,0.043640353,0.00006201159,0.105483875,0.47338027,0.07084459,0.14817575],"study_design_scores_gemma":[0.0018630433,0.0006981551,0.0037536973,0.0049321204,0.000024422981,0.000010725213,0.012434147,0.008305229,0.068407096,0.0014982932,0.89720565,0.00086742645],"about_ca_topic_score_codex":0.000098952405,"about_ca_topic_score_gemma":0.0036162161,"teacher_disagreement_score":0.82636106,"about_ca_system_score_codex":0.00033457146,"about_ca_system_score_gemma":0.0032418615,"threshold_uncertainty_score":0.5750923},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.04851719953432076,"score_gpt":0.38013501987598425,"score_spread":0.3316178203416635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408397200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031467963,0.00022798697,0.98097736,0.0013178539,0.005041492,0.0044377944,0.000049869155,0.0002555977,0.0045452355],"genre_scores_gemma":[0.90301347,0.0000017704288,0.0920046,0.0020078116,0.0014398291,0.00045828885,0.00009625615,0.00008790869,0.00089008687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99525404,0.0002349304,0.0014677752,0.0012652867,0.0008309037,0.00094706524],"domain_scores_gemma":[0.994666,0.0020308576,0.0007631085,0.0013344222,0.0010696306,0.00013602542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038022483,0.00045716006,0.00068923493,0.0017439272,0.00076461287,0.00012586822,0.0015767653,0.0006608518,0.000011041217],"category_scores_gemma":[0.0007155169,0.00044848982,0.00008526925,0.0010797473,0.00018930875,0.00027940996,0.0005233153,0.0013091953,0.000019347013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048147427,0.00024003278,0.021586638,0.04952574,0.00003993052,0.00008967923,0.015688974,0.45287925,0.0002634038,0.1095854,0.0010595937,0.3485599],"study_design_scores_gemma":[0.0010338887,0.00009268577,0.0003045671,0.017684378,0.000004332063,0.0000023285547,0.000012825177,0.9768469,0.00013066859,0.0018994176,0.0015419548,0.0004460863],"about_ca_topic_score_codex":0.00023220813,"about_ca_topic_score_gemma":0.00046575203,"teacher_disagreement_score":0.89986664,"about_ca_system_score_codex":0.0028619063,"about_ca_system_score_gemma":0.0029539713,"threshold_uncertainty_score":0.9997967},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Social media; Business; Accounting; Political science; Law","score_opus":0.43527845187440417,"score_gpt":0.582969429091881,"score_spread":0.14769097721747682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408580375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96502566,0.0000038788817,0.000022057728,0.012244865,0.0033472679,0.0009865388,0.00005744281,0.000010384999,0.01830187],"genre_scores_gemma":[0.99779177,0.000001596061,0.000008276723,0.00036626135,0.00024294275,0.00019922678,0.000018301072,0.000009264936,0.0013623487],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99646384,0.0010290643,0.00087695674,0.00018641548,0.0011776771,0.00026603029],"domain_scores_gemma":[0.99369824,0.001270968,0.0004936374,0.00025288697,0.004267902,0.000016351978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019100208,0.00007458323,0.00019703292,0.0006282211,0.00034372372,0.000006716513,0.0006744853,0.00008982818,0.00012408485],"category_scores_gemma":[0.0020473993,0.000054627988,0.000027366648,0.0017467614,0.00022081361,0.000061339386,0.00040778166,0.00053928874,0.00003699663],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057208264,0.0008223534,0.87099695,0.00047970214,0.0001562279,0.0000053132208,0.005944345,0.000021809856,0.0022351858,0.07430864,0.04230333,0.0021540322],"study_design_scores_gemma":[0.0011201286,0.000031542793,0.9880977,0.00030913897,0.000002204642,2.3087226e-7,0.0060697207,0.000010096646,0.0001647541,0.0020220582,0.0021332926,0.000039082366],"about_ca_topic_score_codex":0.00074291363,"about_ca_topic_score_gemma":0.00050177326,"teacher_disagreement_score":0.117100775,"about_ca_system_score_codex":0.00029505877,"about_ca_system_score_gemma":0.0005901869,"threshold_uncertainty_score":0.26436797},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Computer science; Psychology; Psychiatry","score_opus":0.30208639282003946,"score_gpt":0.6228618001937142,"score_spread":0.3207754073736747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408927584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8400045,0.00037177262,0.012873418,0.107495934,0.012733895,0.0046638018,0.0000828963,0.00029613,0.021477647],"genre_scores_gemma":[0.99759716,0.000071125956,0.0014803102,0.00019594088,0.00022986974,0.00022839091,0.0000031864035,0.000010753759,0.00018326569],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678653,0.00008786276,0.0005694181,0.00031258047,0.0013295049,0.000914101],"domain_scores_gemma":[0.9974009,0.0004388216,0.000075524105,0.00016729334,0.0018164397,0.0001010448],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.017696831,0.00007827,0.00014263758,0.007304844,0.0016426183,0.0000833584,0.0007143566,0.00016120094,0.0000040936206],"category_scores_gemma":[0.00095788453,0.000073809824,0.000012595621,0.0036017937,0.00042181215,0.0001550185,0.00034194833,0.002105684,0.000008658864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015319066,0.000057364894,0.002092923,0.00017946282,0.000015940439,0.0000045574307,0.00047701277,0.00053275673,0.011074867,0.9475037,0.0064005856,0.03150766],"study_design_scores_gemma":[0.0060580443,0.0012917072,0.008083874,0.008965633,0.0000018132948,0.0001850628,0.03896603,0.17972597,0.0035229637,0.21605591,0.53665113,0.00049186725],"about_ca_topic_score_codex":0.00006938291,"about_ca_topic_score_gemma":0.000013648947,"teacher_disagreement_score":0.73144776,"about_ca_system_score_codex":0.003606629,"about_ca_system_score_gemma":0.0020068302,"threshold_uncertainty_score":0.9996571},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_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","score_opus":0.06735005071773215,"score_gpt":0.4159654899832607,"score_spread":0.34861543926552857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409209539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9955993,0.00014832204,0.0021055778,0.0011511707,0.00032100276,0.000553383,0.000015171512,0.000010575547,0.000095475465],"genre_scores_gemma":[0.9987259,0.0000118524395,0.00027050657,0.0007739862,0.000032895976,0.00001524348,0.000008600482,0.0000063510643,0.00015469591],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981096,0.0002555803,0.0010376846,0.00012903947,0.00025717655,0.00021095958],"domain_scores_gemma":[0.9959348,0.0009600872,0.0008582391,0.00006514383,0.0021084368,0.000073327414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017328548,0.00013680794,0.0002831489,0.00034544058,0.00043972128,0.00007932174,0.00009357526,0.00006968977,0.0000011864055],"category_scores_gemma":[0.00041159627,0.00008399899,0.000019373394,0.00021874318,0.00002135575,0.0005395646,0.00009555069,0.00033152386,2.9206876e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032969457,0.000007390369,0.96533924,0.00070042757,0.000109532266,0.000006053473,0.024579644,0.0010160964,0.000056503195,0.004608793,0.0001447649,0.0031018832],"study_design_scores_gemma":[0.00033995844,0.000039338356,0.8850956,0.0026271122,0.0000024830617,0.000008434943,0.11078165,0.0002585763,0.000060804865,0.00008156514,0.0006431499,0.00006132996],"about_ca_topic_score_codex":0.0033047434,"about_ca_topic_score_gemma":0.000109539375,"teacher_disagreement_score":0.086202,"about_ca_system_score_codex":0.00052735716,"about_ca_system_score_gemma":0.0004780635,"threshold_uncertainty_score":0.49958053},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Race (biology); Training (meteorology); Psychology; Racial bias; Mathematics education; Pedagogy; Applied psychology; Sociology; Gender studies; Geography","score_opus":0.07079854848430756,"score_gpt":0.48876164868185906,"score_spread":0.4179631001975515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410564354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96954906,0.00039681132,0.00016072152,0.004281696,0.0020415136,0.0003442877,9.612952e-7,0.000011917507,0.023213014],"genre_scores_gemma":[0.9857056,0.000010392978,0.0005062639,0.00056638534,0.00015338117,0.00001952453,0.0000025280058,0.000005596635,0.0130302925],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980641,0.0006457204,0.0009042386,0.00008196095,0.00016179844,0.0001421949],"domain_scores_gemma":[0.99734354,0.00043166598,0.0012110553,0.000120238736,0.0008446696,0.00004882913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017609859,0.00006472432,0.00029789488,0.0004874065,0.0004603228,0.000019287012,0.00013538626,0.00008609564,0.00006329268],"category_scores_gemma":[0.0011773625,0.00004573609,0.000092695365,0.0014451433,0.00003699734,0.00012147325,0.0000336044,0.0007654175,0.0000015226819],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034127563,0.00014688792,0.62163335,0.00040564255,0.0004415242,3.0521412e-7,0.058958698,0.00041690044,0.00011487673,0.0052130613,0.0039895303,0.30864507],"study_design_scores_gemma":[0.00032825305,0.00009563634,0.5832469,0.00092438067,0.000241185,0.000006057791,0.14749356,0.0007283409,0.000013015096,0.00009615745,0.26675498,0.00007154684],"about_ca_topic_score_codex":0.00010142863,"about_ca_topic_score_gemma":0.00003252599,"teacher_disagreement_score":0.3085735,"about_ca_system_score_codex":0.00014667057,"about_ca_system_score_gemma":0.0024454568,"threshold_uncertainty_score":0.43381354},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.1532907682948497,"score_gpt":0.43645342872337756,"score_spread":0.2831626604285279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411948799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52465165,0.0007783585,0.2110393,0.009685017,0.06287672,0.014503881,0.002024319,0.00048017316,0.17396058],"genre_scores_gemma":[0.9716941,0.000011477162,0.0064073475,0.0009677831,0.0006497299,0.00006965777,0.0003192619,0.00005683048,0.019823816],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994131,0.00056024315,0.0034737107,0.00058653497,0.0006551277,0.00059335324],"domain_scores_gemma":[0.99464947,0.0006716833,0.0022265979,0.001638331,0.00070751767,0.000106408006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007804438,0.0002720599,0.00087458774,0.0008749226,0.00012263322,0.00006580393,0.0037859797,0.00042037526,0.0000861125],"category_scores_gemma":[0.0006751955,0.00024520667,0.00009518946,0.00056914176,0.00009253402,0.0014404772,0.0017794133,0.0015240129,0.000043213542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022221762,0.00035394728,0.016109182,0.011777964,0.000811973,0.000042550553,0.012464201,0.000009565158,0.0006404677,0.007208639,0.9227899,0.025569461],"study_design_scores_gemma":[0.035308775,0.0016960939,0.0022533722,0.18441585,0.00071500835,0.00033628498,0.054700613,0.1925008,0.0072875875,0.0058392463,0.5129173,0.0020291074],"about_ca_topic_score_codex":0.0019854747,"about_ca_topic_score_gemma":0.00006519262,"teacher_disagreement_score":0.44704247,"about_ca_system_score_codex":0.0006562815,"about_ca_system_score_gemma":0.00059052836,"threshold_uncertainty_score":0.99992377},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.11551941188480558,"score_gpt":0.45907841211024947,"score_spread":0.3435590002254439,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413039991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9315641,0.00058267126,0.059107102,0.0004796439,0.0042196326,0.0032390929,0.000026480186,0.00023649854,0.000544783],"genre_scores_gemma":[0.90302163,0.000070954455,0.096154734,0.00020720855,0.000033994016,0.00047256987,0.000006497587,0.000010061782,0.000022341297],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9967582,0.00007584938,0.0024970085,0.00011789992,0.0001297953,0.00042123764],"domain_scores_gemma":[0.9977788,0.00019183749,0.0009580494,0.00018120123,0.00086333364,0.000026787735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013957595,0.0001401706,0.00045985915,0.0009783608,0.0009558804,0.0000025335223,0.000077041484,0.00030815558,2.989476e-7],"category_scores_gemma":[0.00022331033,0.00013418857,0.000013657163,0.0012746395,0.000076293945,0.00015442261,0.00017775454,0.00036040117,0.0000021124567],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007533415,0.00005262142,0.025784114,0.121311516,0.0001509438,6.5481754e-7,0.09543307,0.00020910747,0.000029461655,0.010217455,0.0000790678,0.74665666],"study_design_scores_gemma":[0.0015860547,0.000277966,0.0022859443,0.011697865,0.000014296741,0.000013212541,0.9274229,0.041404333,0.0017249541,0.0006536094,0.012635981,0.00028287387],"about_ca_topic_score_codex":0.000052923555,"about_ca_topic_score_gemma":0.00005719724,"teacher_disagreement_score":0.8319898,"about_ca_system_score_codex":0.0012088305,"about_ca_system_score_gemma":0.00049654423,"threshold_uncertainty_score":0.7351956},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_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","score_opus":0.15026574897900039,"score_gpt":0.5016013336995737,"score_spread":0.35133558472057336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413159753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739266,0.000067810804,0.007312216,0.0018969025,0.0006795481,0.012965573,0.00009932585,0.00018313623,0.0028688768],"genre_scores_gemma":[0.9924613,0.0000041952753,0.00027487896,0.0020476314,0.00020746005,0.0036942647,0.0012806158,0.000016821617,0.000012828808],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9923616,0.001420138,0.0027026134,0.00029614175,0.0027337614,0.0004857522],"domain_scores_gemma":[0.9950727,0.00047220258,0.0014024873,0.0004630521,0.002424689,0.00016485604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008322365,0.00021290281,0.0005332172,0.00023116011,0.00065268617,0.000031211446,0.00035790564,0.00026481893,0.0001734988],"category_scores_gemma":[0.00026542568,0.000170778,0.000022105594,0.001481011,0.00007087653,0.0004371829,0.0002635072,0.000787407,0.000006892295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007639396,0.0008676351,0.37944356,0.008416253,0.00047302042,0.000002159206,0.09596019,0.00015985788,0.000001884942,0.016308311,0.010768987,0.4868342],"study_design_scores_gemma":[0.008737178,0.0014791106,0.059562176,0.004511584,0.00008060024,0.0000050674653,0.3240757,0.59737355,0.000010902614,0.00012161652,0.0037106646,0.00033183757],"about_ca_topic_score_codex":0.00095563603,"about_ca_topic_score_gemma":0.008557053,"teacher_disagreement_score":0.5972137,"about_ca_system_score_codex":0.0014986226,"about_ca_system_score_gemma":0.0128770275,"threshold_uncertainty_score":0.99271905},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.057203833585972086,"score_gpt":0.4582570573287964,"score_spread":0.4010532237428243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414432147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8755029,0.000024054018,0.0028681885,0.00083776045,0.0050524357,0.0027169907,0.000025655443,0.00054674566,0.112425305],"genre_scores_gemma":[0.9888919,0.00000399601,0.0005592974,0.00023166393,0.0005261271,0.00086698675,0.000023239838,0.000028899882,0.00886786],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974268,0.00039912385,0.0010085874,0.0003777049,0.0004028174,0.00038498468],"domain_scores_gemma":[0.9980069,0.00030850573,0.00019877548,0.00041303496,0.00097549794,0.000097323864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010318857,0.00018859592,0.00031447198,0.00032016524,0.0008455939,0.00005851132,0.00012809472,0.00025954202,0.000022278418],"category_scores_gemma":[0.00008414855,0.00017331586,0.00002575157,0.0007432637,0.00001617505,0.00016502081,0.00007529652,0.00032525472,0.00014715415],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005564948,0.0006633611,0.7356681,0.011497425,0.00010774014,0.000038240818,0.007812515,0.007845445,0.0064218384,0.20792322,0.0150253875,0.006440183],"study_design_scores_gemma":[0.0070089702,0.00068115984,0.079537764,0.018757502,0.00015882624,0.0000033516426,0.13253723,0.7545222,0.0015284132,0.00018750147,0.0036575492,0.0014195616],"about_ca_topic_score_codex":0.000496297,"about_ca_topic_score_gemma":0.00003299923,"teacher_disagreement_score":0.74667674,"about_ca_system_score_codex":0.0011133484,"about_ca_system_score_gemma":0.00066857314,"threshold_uncertainty_score":0.70676154},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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)","score_opus":0.03988622023648978,"score_gpt":0.37954263072422356,"score_spread":0.33965641048773376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414604198","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20381336,0.000027210974,0.7571978,0.008320128,0.0031942418,0.005125395,0.00041272622,0.00014639234,0.02176277],"genre_scores_gemma":[0.99608445,0.000019583107,0.00048042412,0.0024787376,0.000027527738,0.0005354012,0.000070296686,0.0000056852705,0.00029791694],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847335,0.0001457469,0.0007986103,0.00012117183,0.00019897087,0.00026214976],"domain_scores_gemma":[0.99844503,0.0005733503,0.00020064645,0.00034399997,0.0004042229,0.00003277575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012754175,0.00011783899,0.00016431462,0.0003261839,0.00083959545,0.000052435345,0.00018482562,0.00017002411,0.000023623868],"category_scores_gemma":[0.0000922223,0.000094062925,0.000051065053,0.0005881233,0.000048706977,0.0008775346,0.000004643587,0.0004478623,0.000031918484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061855785,0.00025210314,0.0022786348,0.0054628793,0.00014727532,6.0006914e-7,0.13875122,0.0017759756,0.00002770102,0.7568525,0.040322706,0.053509824],"study_design_scores_gemma":[0.0061003845,0.00029793175,0.007010447,0.0012741113,0.00011329604,0.0000052374166,0.06401368,0.14650367,0.00085918844,0.23527704,0.5378687,0.0006763576],"about_ca_topic_score_codex":0.00028618376,"about_ca_topic_score_gemma":0.00027507177,"teacher_disagreement_score":0.7922711,"about_ca_system_score_codex":0.00013641536,"about_ca_system_score_gemma":0.0001842002,"threshold_uncertainty_score":0.64575744},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.040774812552006545,"score_gpt":0.39139581399656787,"score_spread":0.3506210014445613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415128312","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08075637,0.0002856221,0.9112682,0.003342177,0.0006247567,0.0017230042,0.0012166628,0.00009172827,0.0006914931],"genre_scores_gemma":[0.9591902,0.0020278099,0.035029475,0.00036352416,0.00011005313,0.00019978576,0.0013207479,0.000021003238,0.0017374072],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986255,0.00013580183,0.0005219702,0.00038861053,0.00012850275,0.00019960447],"domain_scores_gemma":[0.9989231,0.00047233154,0.00025661825,0.0002597397,0.000032758122,0.000055454326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008732671,0.00012160023,0.00018704502,0.00007296567,0.0007302099,0.00000981239,0.000058490452,0.00018008116,0.000022070246],"category_scores_gemma":[0.00004430692,0.00012448011,0.000018009256,0.00008707227,0.000041419575,0.000348119,0.000013153396,0.00030182657,0.0000027938868],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051601185,0.000051765564,0.827573,0.0018091312,0.00014659215,0.0000020599873,0.005728704,0.0010193373,0.0008480151,0.010714942,0.0028879745,0.14870249],"study_design_scores_gemma":[0.0011656473,0.000052029085,0.81744707,0.00026854352,0.000063286374,0.0000010268841,0.0028938185,0.0052787587,0.00002249688,0.0008729889,0.17182545,0.00010891064],"about_ca_topic_score_codex":0.00013466482,"about_ca_topic_score_gemma":0.00025537,"teacher_disagreement_score":0.8784338,"about_ca_system_score_codex":0.00010817667,"about_ca_system_score_gemma":0.000053675085,"threshold_uncertainty_score":0.56162584},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","score_opus":0.2502233612923422,"score_gpt":0.5376909975611861,"score_spread":0.2874676362688439,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6912311937","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0404726,0.0004942117,0.0005706099,0.017636769,0.028785093,0.0150094265,0.003726064,0.00003427456,0.89327097],"genre_scores_gemma":[0.3413648,0.00012875808,0.005912785,0.002759199,0.00269866,0.0015146305,0.0018289231,0.00016055592,0.6436317],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9857551,0.0034289071,0.00497209,0.0025883354,0.0011856222,0.0020699874],"domain_scores_gemma":[0.9887556,0.0015147448,0.0027995817,0.0037780658,0.0025207358,0.0006312995],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0072238403,0.0011929816,0.0022417936,0.0008145016,0.0019568398,0.0007524181,0.0044069816,0.0033567443,0.026123805],"category_scores_gemma":[0.0013147361,0.0012474095,0.0003546788,0.0017070345,0.00024502227,0.0006970776,0.009725772,0.0058564637,0.041634366],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005426057,0.0008366336,0.024828464,0.013137744,0.00067042053,0.00015375212,0.029113024,0.00007790123,0.000042769247,0.010716993,0.32597747,0.59390223],"study_design_scores_gemma":[0.0016423551,0.00014970267,0.0043040332,0.015003642,0.00008621539,0.000012718515,0.009669738,0.00020813766,0.0001923452,0.0018828763,0.96564,0.0012082264],"about_ca_topic_score_codex":0.008104536,"about_ca_topic_score_gemma":0.002871109,"teacher_disagreement_score":0.6396625,"about_ca_system_score_codex":0.0020794165,"about_ca_system_score_gemma":0.013006088,"threshold_uncertainty_score":0.9993425},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","score_opus":0.12111777433654766,"score_gpt":0.3907855907134088,"score_spread":0.2696678163768611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6912375227","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00732773,0.00051847514,0.008430236,0.0140457805,0.0075974893,0.0077441293,0.007437195,0.0041209743,0.942778],"genre_scores_gemma":[0.76564234,0.0010291676,0.0009159962,0.004474638,0.0046754316,0.0000033682827,0.033144377,0.009935212,0.18017948],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98427445,0.0066347634,0.002992345,0.0022038794,0.0017456934,0.0021488944],"domain_scores_gemma":[0.9865144,0.0004090367,0.0016209572,0.0031363373,0.0075034383,0.0008158684],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0067156567,0.00094464305,0.0011869486,0.0016779667,0.01254074,0.0016348794,0.004617192,0.0015227878,0.045775913],"category_scores_gemma":[0.005107348,0.0010842056,0.00032682053,0.0030635805,0.0005415213,0.00059876055,0.013338194,0.005350633,0.09763426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002391809,0.00042007008,0.000079181555,0.008203329,0.00027013978,0.0000432867,0.008719452,0.00009428462,0.00014676277,0.047930773,0.81760305,0.11625047],"study_design_scores_gemma":[0.0012561486,0.00031982828,0.0014613728,0.0030802959,0.000054663647,0.000066460336,0.0042266427,0.0004958706,0.00006439186,0.0015606197,0.98656136,0.00085236167],"about_ca_topic_score_codex":0.0006858332,"about_ca_topic_score_gemma":0.00000901644,"teacher_disagreement_score":0.7625985,"about_ca_system_score_codex":0.0027806526,"about_ca_system_score_gemma":0.00028435542,"threshold_uncertainty_score":0.99977344},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Code (set theory); Core (optical fiber); Natural language; Automated reasoning; Darwin (ADL)","score_opus":0.12111777433654766,"score_gpt":0.3907855907134088,"score_spread":0.2696678163768611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6949534332","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00732773,0.00051847514,0.008430236,0.0140457805,0.0075974893,0.0077441293,0.007437195,0.0041209743,0.942778],"genre_scores_gemma":[0.76564234,0.0010291676,0.0009159962,0.004474638,0.0046754316,0.0000033682827,0.033144377,0.009935212,0.18017948],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98427445,0.0066347634,0.002992345,0.0022038794,0.0017456934,0.0021488944],"domain_scores_gemma":[0.9865144,0.0004090367,0.0016209572,0.0031363373,0.0075034383,0.0008158684],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0067156567,0.00094464305,0.0011869486,0.0016779667,0.01254074,0.0016348794,0.004617192,0.0015227878,0.045775913],"category_scores_gemma":[0.005107348,0.0010842056,0.00032682053,0.0030635805,0.0005415213,0.00059876055,0.013338194,0.005350633,0.09763426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002391809,0.00042007008,0.000079181555,0.008203329,0.00027013978,0.0000432867,0.008719452,0.00009428462,0.00014676277,0.047930773,0.81760305,0.11625047],"study_design_scores_gemma":[0.0012561486,0.00031982828,0.0014613728,0.0030802959,0.000054663647,0.000066460336,0.0042266427,0.0004958706,0.00006439186,0.0015606197,0.98656136,0.00085236167],"about_ca_topic_score_codex":0.0006858332,"about_ca_topic_score_gemma":0.00000901644,"teacher_disagreement_score":0.7625985,"about_ca_system_score_codex":0.0027806526,"about_ca_system_score_gemma":0.00028435542,"threshold_uncertainty_score":0.99977344},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.03551624570773569,"score_gpt":0.3645921723417688,"score_spread":0.3290759266340331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6986397222","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033159662,0.021477947,0.000024649671,0.042851422,0.0040062326,0.0045933025,0.0002078604,0.00030920244,0.89336973],"genre_scores_gemma":[0.07964114,0.001312028,0.00018294298,0.0018151308,0.0009705591,0.0003824122,0.000062814484,0.0001339702,0.91549903],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99535984,0.0019386434,0.0006688531,0.000589523,0.0008870569,0.0005560889],"domain_scores_gemma":[0.99634296,0.0013215127,0.0015498739,0.0004611458,0.00021337284,0.00011115643],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016952984,0.00037002892,0.000465892,0.00047580816,0.0032383732,0.000031675685,0.00047350372,0.0010430967,0.00011549228],"category_scores_gemma":[0.00043642012,0.00025501702,0.00006732184,0.0003959855,0.00040952748,0.000442052,0.00020379417,0.0017912232,0.00011373733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008031045,0.00038785543,0.2741927,0.0027777455,0.00015124767,0.0007979794,0.122991025,0.000005002442,0.00033269898,0.10350308,0.49191487,0.00214271],"study_design_scores_gemma":[0.0010721846,0.000058147947,0.024853773,0.0031109964,0.000012194171,0.00006031725,0.04344051,0.000016960796,0.000011837811,0.0008150059,0.92623526,0.00031280718],"about_ca_topic_score_codex":0.093218446,"about_ca_topic_score_gemma":0.1242997,"teacher_disagreement_score":0.43432042,"about_ca_system_score_codex":0.0026237958,"about_ca_system_score_gemma":0.0045624753,"threshold_uncertainty_score":0.9999902},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metis; Exposition (narrative); Theme (computing); Key (lock)","score_opus":0.11463828549769536,"score_gpt":0.4448331245483204,"score_spread":0.3301948390506251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987446578","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004102559,0.00021771541,0.000048011367,0.001203093,0.014851313,0.012610941,0.00030298167,0.00063782383,0.9660256],"genre_scores_gemma":[0.35826597,0.000013862023,0.00020950161,0.0021043664,0.0032021215,0.0005367923,0.000024281588,0.00054505595,0.63509804],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898853,0.0023749063,0.0023912897,0.0010344026,0.0026676,0.0016465032],"domain_scores_gemma":[0.9946893,0.0008015184,0.0017177232,0.0019220022,0.0003458377,0.00052362686],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027350122,0.0009557698,0.0013146149,0.00036378496,0.00067541667,0.00005259515,0.000619033,0.0014757153,0.054985933],"category_scores_gemma":[0.00020239546,0.00078503747,0.00017499157,0.00077458017,0.000042190673,0.00014628541,0.00040925122,0.0021029604,0.08827374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010048107,0.0055039157,0.05924063,0.0025689905,0.00082682905,0.000035174835,0.024501948,1.202236e-7,0.0000023478722,0.041246302,0.86138326,0.00459],"study_design_scores_gemma":[0.0015931722,0.001268889,0.02157244,0.0015773653,0.000095715885,0.000004237857,0.050712854,0.0000019567817,0.0000058916567,0.000027171985,0.92237484,0.0007654352],"about_ca_topic_score_codex":0.0010145161,"about_ca_topic_score_gemma":0.00034645782,"teacher_disagreement_score":0.3541634,"about_ca_system_score_codex":0.00315197,"about_ca_system_score_gemma":0.00063796766,"threshold_uncertainty_score":0.9998206},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"","score_opus":0.16836134767845093,"score_gpt":0.43907956916031315,"score_spread":0.2707182214818622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7015550489","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52850205,0.000017350105,0.00001182581,0.0019482854,0.0010542605,0.0029259913,0.0000081026865,0.00016204274,0.4653701],"genre_scores_gemma":[0.9731839,9.1164026e-7,0.0005930983,0.0009383817,0.00039865702,0.0011061779,0.000005645234,0.000028770339,0.023744488],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99748445,0.0004855786,0.00073784054,0.00036472557,0.00047199888,0.00045541878],"domain_scores_gemma":[0.99842244,0.00019042018,0.00022871468,0.00041324974,0.00065497257,0.00009021695],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007496775,0.00016024933,0.00023571086,0.00016602318,0.0007210512,0.000012551888,0.00015782427,0.00007849549,0.001308196],"category_scores_gemma":[0.00034663168,0.00013311481,0.000014578571,0.00086031016,0.000023093051,0.000112351074,0.000062672436,0.0004682156,0.0068137087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001263047,0.0020550506,0.22594006,0.00047902355,0.00012044261,0.00005917865,0.23312859,0.0000021840208,0.00055272493,0.022047153,0.44164062,0.07384867],"study_design_scores_gemma":[0.002927048,0.0011270464,0.18141861,0.0006055671,0.000007888198,0.0000043059063,0.07233294,0.00002633039,0.0009458099,0.0009847614,0.7389207,0.0006989952],"about_ca_topic_score_codex":0.00000837563,"about_ca_topic_score_gemma":0.000043672084,"teacher_disagreement_score":0.44468182,"about_ca_system_score_codex":0.0003968019,"about_ca_system_score_gemma":0.00030193766,"threshold_uncertainty_score":0.99960476},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Fusible alloy; Sulfinpyrazone; TSG101; Articular cartilage damage; Hyporeflexia","score_opus":0.028235442622060028,"score_gpt":0.34115032075917756,"score_spread":0.31291487813711755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7016493151","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15129046,0.0011287478,0.0016567282,0.098669335,0.022709247,0.005378708,0.0012003558,0.002269107,0.7156973],"genre_scores_gemma":[0.09318221,0.0018123904,0.00056703563,0.00569645,0.002772546,0.000021608457,0.007218386,0.000351938,0.8883774],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98528534,0.0044358224,0.0022079109,0.00197783,0.0034826407,0.0026104671],"domain_scores_gemma":[0.989822,0.0024182182,0.0021114892,0.0017612798,0.000872992,0.0030140302],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0017314694,0.0013897802,0.0020239053,0.0019148479,0.002934367,0.00014430528,0.0027107624,0.0062575596,0.032323845],"category_scores_gemma":[0.0017591526,0.0015734693,0.00064130564,0.0047041615,0.0006782143,0.0025528097,0.00094624254,0.007178266,0.0062344642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014353181,0.0007805577,0.02851168,0.0071964473,0.0004527812,0.004718195,0.015359178,0.0000034493007,0.000008829954,0.050313227,0.87594736,0.015272989],"study_design_scores_gemma":[0.0029941753,0.0003861559,0.01143914,0.008112971,0.00015277894,0.00006743827,0.11907532,0.00026356388,0.000022463742,0.0005772247,0.85536826,0.0015405245],"about_ca_topic_score_codex":0.0038477713,"about_ca_topic_score_gemma":0.0022576146,"teacher_disagreement_score":0.17268012,"about_ca_system_score_codex":0.0010792007,"about_ca_system_score_gemma":0.01692799,"threshold_uncertainty_score":0.99988526},"labels":[],"label_agreement":null},{"id":"W7032838321","doi":"","title":"Oubli et chÃ¢timent : les politiques envers les militaires en AmÃ©rique latine","year":2012,"lang":"fr","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Innovation in Digital Healthcare Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Government (linguistics); Battle","score_opus":0.017144157777349955,"score_gpt":0.2549484773537832,"score_spread":0.23780431957643322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7032838321","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008943889,0.0034838915,0.000081826314,0.05040939,0.0016033446,0.0012846238,0.0024054642,0.00005023204,0.93173736],"genre_scores_gemma":[0.517201,0.0006247804,0.0011037393,0.0034523872,0.00068939175,0.00007446605,0.000107440115,0.00017684136,0.47656995],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99313885,0.0015424744,0.0013732342,0.0005559346,0.002263876,0.0011256019],"domain_scores_gemma":[0.995928,0.0018243074,0.00096095423,0.0005329785,0.0000066570424,0.00074714306],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012018481,0.0006770546,0.00087603455,0.00013393213,0.000615166,0.000029474044,0.00046167264,0.00041944318,0.0031044416],"category_scores_gemma":[0.00004441913,0.00066210417,0.00008116934,0.00017539607,0.00029123639,0.0005832247,0.00043422752,0.0011209365,1.6619455e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002596517,0.000080013684,0.064012066,0.0059042196,0.00023047008,0.00003363187,0.0019421128,0.000007153519,0.00034785923,0.8705122,0.03587978,0.020790834],"study_design_scores_gemma":[0.00050643797,0.00012777779,0.0620985,0.003134539,0.000031369626,0.0000070683336,0.020157602,0.00011406344,0.001998816,0.001497151,0.90970325,0.0006234219],"about_ca_topic_score_codex":0.20677966,"about_ca_topic_score_gemma":0.389659,"teacher_disagreement_score":0.87382346,"about_ca_system_score_codex":0.00016536302,"about_ca_system_score_gemma":0.00784383,"threshold_uncertainty_score":0.999583},"labels":[],"label_agreement":null}]}