{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":24,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":24,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"aa0a18f0d441","filters":{"venue":"Information systems engineering and management"}},"results":[{"id":"W4403907249","doi":"10.1007/978-3-031-71125-1_17","title":"Deep Learning Based Stacked Recurrent Neural Networks for Intrusion Detection in Industrial Control Systems Using Bio Inspired Meta Heuristics","year":2024,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Heuristics; Computer science; Artificial intelligence; Intrusion detection system; Artificial neural network; Control (management); Deep learning; Industrial control system; Machine learning; Operating system","authors":[{"name":"Raviteja Kocherla","is_ca":false},{"name":"Srikanth Molugu","is_ca":false},{"name":"V. Nandalal","is_ca":false},{"name":"P.K. Dhal","is_ca":false},{"name":"Biswanath Mallik","is_ca":false},{"name":"R. Girimurugan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02325293029161635,"gpt":0.2074081381795029,"spread":0.1841552078878866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004425381,0.0007031708,0.000705917,0.0003315721,0.0001961286,0.0007086853,0.0007256112,0.0006532437,0.001515502],"category_scores_gemma":[0.0009200958,0.0003405329,0.0006133787,0.0004619461,0.0002485031,0.000768021,0.0004078884,0.001047745,0.0002435022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006884008,"about_ca_system_score_gemma":0.0004525414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005421143,"about_ca_topic_score_gemma":0.007892339,"domain_scores_codex":[0.9998657,0.00003100675,0.00001169393,0.00003128721,0.00003630477,0.00002402539],"domain_scores_gemma":[0.9996855,0.0001889508,0.00003246757,0.00002115562,0.00006377262,0.000008264772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005688402,0.00005181705,0.0004023797,0.00007238329,0.00009319048,0.0000381164,0.00002903495,0.8476147,0.003806319,0.005590366,0.001174413,0.1410704],"study_design_scores_gemma":[8.612189e-7,0.00001352321,0.00005540132,0.000003053764,0.000006889735,0.000004224862,0.000001738997,0.998345,0.0004939463,0.0009606786,0.0001129942,0.000001700211],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05402612,0.003359009,0.9349859,0.0002623638,0.0001459968,0.00003313982,0.00009945536,0.001156229,0.005931837],"genre_scores_gemma":[0.8482999,0.001330676,0.1427906,0.000147504,0.0000752632,0.00005802715,0.0002064872,0.0001021211,0.006989366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005421143,"threshold_uncertainty_score":0.01077914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413367538","doi":"10.1007/978-3-031-98897-4_6","title":"Integration of Wearable Devices in Healthcare: The Need to Examine Their Implications for Health Workers","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Technostress in Professional Settings","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Wearable computer; Health care; Wearable technology; Computer science; Business; Embedded system; Economics; Economic growth","authors":[{"name":"Virginia Gunn","is_ca":true},{"name":"Philip Eappen","is_ca":true},{"name":"Hikmat Singh Brar","is_ca":true},{"name":"Emma Brulin","is_ca":false},{"name":"Carles Muntaner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02199652751921477,"gpt":0.3047114239774687,"spread":0.2827148964582539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882527,0.0006309664,0.0005668654,0.0009317629,0.0009108289,0.009605709,0.001216302,0.002347588,0.01082566],"category_scores_gemma":[0.002586249,0.0004908827,0.0005712713,0.001936529,0.002830767,0.01001224,0.002313324,0.003068352,0.002421657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171759,"about_ca_system_score_gemma":0.002084806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629417,"about_ca_topic_score_gemma":0.004164391,"domain_scores_codex":[0.9990423,0.0003688567,0.00004855301,0.00009266491,0.0003777928,0.00006978816],"domain_scores_gemma":[0.9967801,0.002522984,0.00009761031,0.00017385,0.0003066675,0.0001188735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003041003,0.0001698304,0.00198011,0.001614054,0.00003952211,0.0004005053,0.005242907,0.0007797788,0.003222208,0.3348314,0.03689382,0.6147954],"study_design_scores_gemma":[0.000008288383,0.0001925234,0.005851279,0.005070829,0.00005502306,0.002064853,0.009475657,0.002098146,0.002151384,0.1794347,0.7935331,0.00006411217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01707083,0.3147958,0.09658047,0.04311451,0.006101391,0.000191059,0.0001569688,0.0003178232,0.5216712],"genre_scores_gemma":[0.1338989,0.4446909,0.1230139,0.01715859,0.004678451,0.0003910777,0.0002139356,0.0003912344,0.2755632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01082566,"threshold_uncertainty_score":0.03621542,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406661633","doi":"10.1007/978-3-031-77806-3_2","title":"The Rise of Hybrid Project Management Approaches and Methodologies: Prioritizing Competency Development","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Process management; Systems engineering; Engineering; Engineering management; Computer science; Management science","authors":[{"name":"France Desjardins","is_ca":true},{"name":"Nelson José Rosamilha","is_ca":false},{"name":"Luciano Ferreira da Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1044861555932101,"gpt":0.298550253467299,"spread":0.194064097874089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01361196,0.0008104367,0.0005780912,0.003627103,0.0007388428,0.008910782,0.002332298,0.00162769,0.00379595],"category_scores_gemma":[0.01634281,0.0005025568,0.0004753053,0.003950423,0.0046865,0.007106219,0.004701098,0.002841881,0.0009983225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964298,"about_ca_system_score_gemma":0.005648796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068957,"about_ca_topic_score_gemma":0.004388851,"domain_scores_codex":[0.9876796,0.007395251,0.0003554396,0.0006338902,0.003599326,0.0003364186],"domain_scores_gemma":[0.982857,0.01289562,0.0006422224,0.001092845,0.00183261,0.0006797583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001682373,0.000057991,0.0008765818,0.0004514757,0.00003279746,0.00004949875,0.001885217,0.003118251,0.0008903995,0.4704871,0.009232322,0.5129015],"study_design_scores_gemma":[0.0000171603,0.0001106399,0.002169505,0.001575093,0.0000273009,0.0003106901,0.003287167,0.03062244,0.002532233,0.7658935,0.1933972,0.0000570216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01460726,0.02617523,0.7811811,0.01363852,0.0006019961,0.000130378,0.0001047014,0.0004180511,0.1631427],"genre_scores_gemma":[0.1612165,0.01015222,0.8020126,0.002022841,0.0002485221,0.0003459825,0.000187744,0.0002614569,0.02355207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01361196,"threshold_uncertainty_score":0.07198775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409020922","doi":"10.1007/978-3-031-84404-1_11","title":"Transforming Healthcare: The Role of Health Informatics and Provider Perspectives","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; Cape Breton University","funders":"","keywords":"Health care; Health informatics; Informatics; Political science","authors":[{"name":"Philip Eappen","is_ca":true},{"name":"Ian Stedman","is_ca":true},{"name":"Virginia Gunn","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01494422483140959,"gpt":0.2961254867972941,"spread":0.2811812619658844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006665868,0.0004009433,0.0003280869,0.001348118,0.001822238,0.01822818,0.0009567696,0.003856223,0.01198975],"category_scores_gemma":[0.007448725,0.0004087967,0.0003012154,0.002831497,0.008565377,0.01396774,0.003021475,0.007965491,0.002233994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004681092,"about_ca_system_score_gemma":0.01055789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003959074,"about_ca_topic_score_gemma":0.005087178,"domain_scores_codex":[0.9948462,0.003151418,0.0001072898,0.0001801619,0.001376789,0.0003381168],"domain_scores_gemma":[0.9950028,0.003633669,0.0001537309,0.0002528247,0.0003721656,0.000584728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000534589,0.00004022397,0.0001810539,0.00008305971,0.000002878868,0.00004215026,0.003291672,0.0001312403,0.0001043723,0.8852808,0.0685346,0.04230258],"study_design_scores_gemma":[0.000007163215,0.00001765462,0.0002433712,0.0004666517,0.000005633995,0.0001725112,0.005625261,0.0005020266,0.0001728607,0.2603112,0.7324662,0.000009566518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003153599,0.0345059,0.01892151,0.2845354,0.004760707,0.00004947775,0.00006706409,0.000180852,0.6538256],"genre_scores_gemma":[0.3216404,0.1663907,0.03427498,0.1193093,0.01295353,0.0002753302,0.0002896864,0.0007414317,0.3441247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01822818,"threshold_uncertainty_score":0.04010969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414549062","doi":"10.1007/978-3-031-98349-8_9","title":"Safety of Pedestrians in AI-Optimized VANETs for Autonomous Vehicles via Real-Time Vehicle-to-Vehicle Communication","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Pedestrian; Intelligent transportation system; Platoon; Control (management); Situation awareness; Transformative learning; Vehicular communication systems","authors":[{"name":"Neeraj Arya","is_ca":false},{"name":"Chandra Prakash Singar","is_ca":false},{"name":"Amit Chaudhari","is_ca":false},{"name":"Upendra Singh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004982442379079383,"gpt":0.1891658093687562,"spread":0.1841833669896769,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003835787,0.0008392436,0.0008012723,0.0005712362,0.0008340441,0.001378068,0.001333868,0.0007631356,0.004993814],"category_scores_gemma":[0.0008179211,0.0003691377,0.0005793367,0.0007540211,0.000646564,0.001165855,0.001525723,0.0007864067,0.001101663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007613142,"about_ca_system_score_gemma":0.001280204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007012772,"about_ca_topic_score_gemma":0.007389561,"domain_scores_codex":[0.9996613,0.00007554442,0.000009836012,0.00007949717,0.00009305513,0.00008064003],"domain_scores_gemma":[0.9997422,0.00009348644,0.00002654599,0.00002206809,0.00008418094,0.00003146404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003221451,0.00007237971,0.001332637,0.000162086,0.00005344707,0.0002771063,0.0002044011,0.8067459,0.003699998,0.04590651,0.01122376,0.1299995],"study_design_scores_gemma":[0.000008203003,0.000136144,0.0004926493,0.00003761905,0.00002471903,0.0001303627,0.0002551585,0.9530669,0.001588523,0.03481997,0.009421923,0.00001786406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06932441,0.003540152,0.8511043,0.001034375,0.0007066929,0.000104055,0.0005013616,0.000867939,0.0728168],"genre_scores_gemma":[0.8822575,0.002478237,0.0624202,0.0001674687,0.0002247659,0.00008054877,0.0005537844,0.0001653381,0.05165217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007012772,"threshold_uncertainty_score":0.01670599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410507402","doi":"10.1007/978-3-031-90478-3_31","title":"AI Application in Plant Identification and Classification: Innovation and Impact","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Identification (biology); Computer science; Biology; Botany","authors":[{"name":"Shailendra Kumar Tiwari","is_ca":false},{"name":"Rahul Mahala","is_ca":false},{"name":"Rajesh Singh","is_ca":false},{"name":"Anita Gehlot","is_ca":false},{"name":"Nagendar Yamsani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009796362924612735,"gpt":0.1929457663382743,"spread":0.1831494034136615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001541384,0.0008210091,0.0006554508,0.002154585,0.0003593553,0.003422904,0.001578684,0.001348103,0.01360358],"category_scores_gemma":[0.002030524,0.0003624715,0.0005485903,0.003098589,0.00175807,0.003605954,0.0008482052,0.001995288,0.007178758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008954561,"about_ca_system_score_gemma":0.0006089996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001802717,"about_ca_topic_score_gemma":0.002168601,"domain_scores_codex":[0.9993789,0.0001388563,0.00002582327,0.0001152911,0.0003182717,0.00002273528],"domain_scores_gemma":[0.9972782,0.002059613,0.00003540474,0.0001762004,0.0004010955,0.00004946663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004006885,0.00009498213,0.0005059061,0.001144325,0.00005655642,0.00009570379,0.0003001177,0.004902236,0.004829007,0.1165576,0.03364186,0.8378316],"study_design_scores_gemma":[0.00001522554,0.0001382404,0.001862473,0.0007708054,0.00006245111,0.0007497115,0.0003637875,0.04863799,0.01030838,0.1830467,0.7539799,0.00006437235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009247277,0.244929,0.3508241,0.006312987,0.004016016,0.00009914239,0.0003761898,0.001246621,0.3829487],"genre_scores_gemma":[0.09059931,0.1960796,0.3238642,0.003435993,0.00436109,0.0001503943,0.0008474056,0.0007055422,0.3799566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01360358,"threshold_uncertainty_score":0.04550844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407118360","doi":"10.1007/978-3-031-76710-4_8","title":"Integrating Generative AI in Education: Themes, Challenges, and Future Directions","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Generative grammar; Engineering ethics; Psychology; Computer science; Artificial intelligence; Engineering","authors":[{"name":"Eriona Çela","is_ca":false},{"name":"Alexey Vedishchev","is_ca":false},{"name":"Mathias Fonkam","is_ca":false},{"name":"Philip Eappen","is_ca":true},{"name":"Rajasekhara Mouly Potluri","is_ca":false},{"name":"Narasimha Rao Vajjhala","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006657413391210772,"gpt":0.2139104265698422,"spread":0.2072530131786314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00545576,0.0006059521,0.0006936748,0.00194339,0.001435132,0.01474213,0.002349164,0.002191475,0.01025161],"category_scores_gemma":[0.005012441,0.0004170362,0.0005590908,0.003145528,0.007806339,0.01004726,0.004314207,0.00528574,0.001809151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003459376,"about_ca_system_score_gemma":0.007297387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002819124,"about_ca_topic_score_gemma":0.005762218,"domain_scores_codex":[0.998121,0.0009788275,0.00007166864,0.0001134993,0.0005172894,0.0001977393],"domain_scores_gemma":[0.9920494,0.006154043,0.000141521,0.0005396654,0.0005330452,0.0005823306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009813074,0.0001223974,0.0005680753,0.0004885566,0.00001260972,0.00006230599,0.003404141,0.0008685939,0.0003458007,0.737085,0.01047747,0.2465552],"study_design_scores_gemma":[0.00000668938,0.00003916123,0.000395817,0.001027076,0.00001057983,0.0002045929,0.005582549,0.0035156,0.0006927887,0.7240741,0.2644343,0.00001676085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0163962,0.1158309,0.2454461,0.07634754,0.002816472,0.0001461429,0.0001016299,0.00100604,0.541909],"genre_scores_gemma":[0.4434349,0.1215357,0.2423954,0.009736137,0.002709104,0.0003786941,0.0004640436,0.0005959774,0.17875],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01474213,"threshold_uncertainty_score":0.03429508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413367692","doi":"10.1007/978-3-031-98897-4_4","title":"Wearable Devices in Healthcare: Machine Learning Methods to Transform Data Streams to Insights","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Wearable computer; Health care; STREAMS; Computer science; Data stream mining; Wearable technology; Data science; Human–computer interaction; Artificial intelligence; Data mining; Embedded system; Computer network; Political science","authors":[{"name":"Dimitrios Zikos","is_ca":false},{"name":"Philip Eappen","is_ca":true},{"name":"Merritt Brockman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02240890484657288,"gpt":0.2819059779409823,"spread":0.2594970730944094,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008993162,0.0009340459,0.0007521004,0.001010998,0.0002027981,0.002202801,0.0007991079,0.001131826,0.00538181],"category_scores_gemma":[0.002269229,0.0003748326,0.0005555292,0.003259752,0.0006349419,0.002474247,0.0007679464,0.001724327,0.002631569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003028261,"about_ca_system_score_gemma":0.0003279292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004097946,"about_ca_topic_score_gemma":0.0005564672,"domain_scores_codex":[0.9995684,0.00009128702,0.00003610993,0.00008458384,0.0002021391,0.00001747281],"domain_scores_gemma":[0.9992384,0.0005215142,0.00004207493,0.00007333011,0.000107299,0.00001741372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006154887,0.00007069741,0.0005262591,0.000875433,0.00008082734,0.00009620699,0.0001799412,0.008389971,0.005032331,0.04462671,0.04965478,0.8904052],"study_design_scores_gemma":[0.00003184388,0.0002233296,0.00375789,0.001378139,0.0001758855,0.001515934,0.0003209337,0.3011566,0.01911151,0.2703171,0.4018843,0.0001265678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002452566,0.05565992,0.9237098,0.001807087,0.001665743,0.00006134425,0.0004655353,0.0009743166,0.01320362],"genre_scores_gemma":[0.08848789,0.125807,0.7174349,0.001636555,0.003786959,0.0002345089,0.001039588,0.0005757548,0.06099682],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00538181,"threshold_uncertainty_score":0.018004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7083428084","doi":"10.1007/978-3-031-94637-0_14","title":"Mitigating Bias in AI Recruitment Through Explainable AI for Fair and Inclusive Hiring Practices","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Dilemma; Process (computing); Context (archaeology); Track (disk drive); Software","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03761018401129405,"gpt":0.2992478545464576,"spread":0.2616376705351636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03359262,0.0004587435,0.0005328013,0.00117131,0.003473094,0.006374072,0.002308273,0.002939629,0.0145564],"category_scores_gemma":[0.129612,0.0004207304,0.0004588412,0.001146043,0.005856945,0.005533451,0.006668805,0.004553976,0.001698204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00360228,"about_ca_system_score_gemma":0.009521622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003133553,"about_ca_topic_score_gemma":0.007731045,"domain_scores_codex":[0.9705942,0.02000664,0.000687434,0.001659001,0.005172872,0.001879838],"domain_scores_gemma":[0.8582183,0.109949,0.00884959,0.01291333,0.006785698,0.003284139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000153129,0.0003557285,0.02216344,0.0002367707,0.00006855569,0.0002313258,0.009820823,0.009614678,0.001185383,0.6906098,0.02002185,0.2455386],"study_design_scores_gemma":[0.00007155515,0.0001369266,0.01139825,0.0003723994,0.00004491874,0.0001416728,0.005821453,0.03019466,0.00156717,0.8949038,0.05528973,0.00005743233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1470375,0.00167916,0.4531752,0.1026279,0.00135069,0.0008342876,0.0002431296,0.001103896,0.2919482],"genre_scores_gemma":[0.9011157,0.0003376823,0.06692676,0.005066742,0.0003669473,0.0005632187,0.00009271318,0.0001636825,0.02536666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03359262,"threshold_uncertainty_score":0.1776568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414525632","doi":"10.1007/978-3-031-94637-0_3","title":"Transformative Healthcare: Industry 4.0 Integration of Distributed Deep Learning and XAI","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Transformative learning; Health care; Process (computing); Analytics; Healthcare industry; Big data; Deep learning","authors":[{"name":"S Keerthika","is_ca":true},{"name":"Hassan Oukhouya","is_ca":false},{"name":"S Priyanka","is_ca":true},{"name":"P. Jayadharshini","is_ca":true},{"name":"J. Vaitheeshwari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03499312437247699,"gpt":0.3071741784825861,"spread":0.2721810541101091,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070571,0.0004533026,0.0002445973,0.000572908,0.0002316376,0.002180215,0.00115127,0.0009757144,0.01987161],"category_scores_gemma":[0.0009576889,0.0003339527,0.0003773721,0.0009881525,0.0005117364,0.002201883,0.001975955,0.002232603,0.008545984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008196477,"about_ca_system_score_gemma":0.00127755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001193581,"about_ca_topic_score_gemma":0.001739331,"domain_scores_codex":[0.9996845,0.00006069142,0.00001513304,0.00004562515,0.0001559052,0.00003827921],"domain_scores_gemma":[0.9996935,0.0001018068,0.00001266221,0.00007748472,0.00006987642,0.00004478869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005546995,0.00009448941,0.0003241203,0.0002437654,0.00002667937,0.00008863109,0.0002577298,0.007868352,0.004945794,0.1493646,0.08929171,0.7474386],"study_design_scores_gemma":[0.0000227785,0.00009357095,0.0004400315,0.0002762252,0.000017396,0.0003481463,0.0001249577,0.06094057,0.01047344,0.14046,0.7867752,0.00002768369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005947691,0.01097066,0.7072603,0.009482522,0.001320874,0.0001453249,0.0007636691,0.01456247,0.2495464],"genre_scores_gemma":[0.111874,0.01744331,0.5541463,0.003070884,0.0009038781,0.0002683368,0.003234718,0.003303481,0.305755],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01987161,"threshold_uncertainty_score":0.06647718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414525858","doi":"10.1007/978-3-031-94637-0_12","title":"Interpretable and Extendible AI Models in Manufacturing for Industrial Processes","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Interpretability; Retraining; Modular design; Quality (philosophy); Production (economics); Product (mathematics); Process (computing); Deep learning","authors":[{"name":"P. Jayadharshini","is_ca":true},{"name":"S. Santhiya","is_ca":true},{"name":"M. Parvathi","is_ca":true},{"name":"J. Charanya","is_ca":true},{"name":"J. Rakshitaa","is_ca":true},{"name":"K. Nithika","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01083938760747693,"gpt":0.1869196084794717,"spread":0.1760802208719947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006179113,0.0008988518,0.0004600556,0.0006723913,0.0004057699,0.002474102,0.001449382,0.001051658,0.0060072],"category_scores_gemma":[0.001996595,0.0006318402,0.001035383,0.0009405176,0.001663566,0.003793475,0.000962278,0.002656317,0.001314691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244387,"about_ca_system_score_gemma":0.0005170777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937565,"about_ca_topic_score_gemma":0.003788445,"domain_scores_codex":[0.9995314,0.0001478969,0.00004384279,0.00007426475,0.0001772659,0.00002537184],"domain_scores_gemma":[0.9992641,0.0004972604,0.00003416224,0.0001292803,0.0000602418,0.00001489495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001586162,0.00002061505,0.00007556582,0.0002077823,0.00001367389,0.0001127734,0.0003900192,0.05623654,0.001336861,0.8972389,0.003927244,0.0404241],"study_design_scores_gemma":[0.000006697119,0.00001516674,0.00009648934,0.0001299837,0.00001916969,0.00009105489,0.00007190873,0.1737978,0.001303828,0.7589132,0.06554144,0.00001324541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005173309,0.004211155,0.9229189,0.001595941,0.0002840323,0.00006106639,0.0004468765,0.0008731813,0.06443552],"genre_scores_gemma":[0.2271771,0.006878178,0.7083534,0.0006085557,0.0003476361,0.0002522345,0.001320174,0.0004923468,0.05457033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0060072,"threshold_uncertainty_score":0.02009606,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408201205","doi":"10.1007/978-3-031-80275-1_8","title":"An Exploratory Study of Project Team Agility in Business Intelligence and Analytics Projects Using a Complex Adaptive Systems Lens","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Brandon University","funders":"","keywords":"Business intelligence; Business analytics; Analytics; Exploratory research; Knowledge management; Computer science; Engineering management; Process management; Data science; Business; Engineering; Business model; Sociology; Marketing; Business analysis","authors":[{"name":"Mikhail Tsoy","is_ca":true},{"name":"D. Sandy Staples","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1256191684121255,"gpt":0.2787030590217738,"spread":0.1530838906096483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003447118,0.0002025348,0.0002050174,0.001361587,0.004390222,0.003616226,0.001118557,0.0009544084,0.004390146],"category_scores_gemma":[0.01277229,0.0002942931,0.0001232357,0.00227197,0.003083518,0.004055979,0.003684013,0.001979252,0.0004463469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712846,"about_ca_system_score_gemma":0.002246495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007720491,"about_ca_topic_score_gemma":0.01911727,"domain_scores_codex":[0.9976875,0.001568664,0.00004812975,0.0001360954,0.0002763191,0.0002833416],"domain_scores_gemma":[0.9895576,0.007480082,0.0009691187,0.0002868194,0.0005993675,0.001107126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001333462,0.001076857,0.1071838,0.0001010233,0.00001142415,0.001171172,0.8272868,0.0002483644,0.0008956937,0.02499473,0.002789113,0.03410764],"study_design_scores_gemma":[0.000008718925,0.000172688,0.05745776,0.00006944095,0.000003825533,0.0001861994,0.9319854,0.0005422332,0.0001523892,0.003008937,0.006401816,0.00001051532],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830734,0.00005536958,0.0008604391,0.0004482381,0.000005626891,0.00006174637,0.00004669341,0.000007354144,0.01544121],"genre_scores_gemma":[0.9959438,0.00006552421,0.0006313814,0.0001081868,0.000003371558,0.00009451976,0.00004157547,0.000008851447,0.00310281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007720491,"threshold_uncertainty_score":0.01823032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413367596","doi":"10.1007/978-3-031-98897-4_12","title":"The Role of Internet of Things (IoT) in Wearable Devices for Disabled Individuals","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Internet of Things; Wearable computer; Internet privacy; Computer science; Wearable technology; Computer security; Human–computer interaction; Embedded system","authors":[{"name":"Md Aminul Islam","is_ca":true},{"name":"Radhika Nair","is_ca":true},{"name":"Rafiqul I. Chowdhury","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005139850241411906,"gpt":0.1830080165090001,"spread":0.1778681662675882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003183435,0.0005711665,0.0002974983,0.0008808064,0.0007522789,0.003066845,0.0005766255,0.001339169,0.01167029],"category_scores_gemma":[0.0003994575,0.0001784769,0.000317235,0.001419139,0.001058554,0.003735262,0.001591862,0.001396735,0.003098368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008002723,"about_ca_system_score_gemma":0.0008000256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567607,"about_ca_topic_score_gemma":0.004133491,"domain_scores_codex":[0.9997804,0.00003754156,0.00001222647,0.00003096536,0.000108817,0.00003011332],"domain_scores_gemma":[0.9998133,0.0001089981,0.00001190902,0.00001342229,0.00002892058,0.00002351475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002965656,0.00005877843,0.0003849899,0.0008076059,0.00000806596,0.0005249977,0.00138848,0.0005675076,0.003033452,0.2985465,0.1132235,0.5814264],"study_design_scores_gemma":[0.00000207744,0.00004013372,0.0009492291,0.001223366,0.00001024512,0.001364917,0.0008447192,0.0007482534,0.001078353,0.05372872,0.9399897,0.00002036462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006117377,0.1894885,0.02750863,0.008406919,0.004534096,0.0000674715,0.000196704,0.000282047,0.7633983],"genre_scores_gemma":[0.06733051,0.2698977,0.02259104,0.004189848,0.002317455,0.000117796,0.000218728,0.0001700727,0.6331668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01167029,"threshold_uncertainty_score":0.03904104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401666332","doi":"10.1007/978-3-031-65018-5_24","title":"Resident’s Cooperative Behaviors Towards a Place Brand: A Comprehensive Literature Review","year":2024,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"","keywords":"Psychology; Advertising; Aesthetics; Sociology; Business; Art","authors":[{"name":"Abderrahmane Mousstain","is_ca":true},{"name":"Ezzohra Belkadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01365198784596999,"gpt":0.2252005258449206,"spread":0.2115485379989506,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445321,0.0003877559,0.0007407435,0.005273309,0.0005473942,0.001974972,0.0006403936,0.0008526133,0.003311006],"category_scores_gemma":[0.003555665,0.0003085633,0.0005520254,0.008060112,0.0007954062,0.002437515,0.0007548526,0.0007199823,0.0004922581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090327,"about_ca_system_score_gemma":0.004242969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222487,"about_ca_topic_score_gemma":0.05117472,"domain_scores_codex":[0.9994925,0.0001230839,0.00008081593,0.00007569016,0.000185458,0.00004236862],"domain_scores_gemma":[0.9967257,0.002211407,0.0003831339,0.00003751734,0.0005626598,0.00007958996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008220762,0.0002167068,0.01580186,0.0468196,0.0004375178,0.0003975146,0.002865516,0.0001806118,0.0003231313,0.003851071,0.02661569,0.9024086],"study_design_scores_gemma":[0.00003417974,0.0004064056,0.1802675,0.1687849,0.004063333,0.004617164,0.02785149,0.0004622581,0.001017505,0.003346917,0.6089905,0.0001578029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01051422,0.9833434,0.0001544941,0.00106297,0.000126304,0.00001763663,0.0001565741,0.000005673247,0.004618832],"genre_scores_gemma":[0.03457607,0.9630201,0.000466636,0.0007331892,0.0001160548,0.00001701737,0.0001634793,0.000004104531,0.000903481],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01222487,"threshold_uncertainty_score":0.02430737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408202507","doi":"10.1007/978-3-031-80275-1_5","title":"PMBOK® Challenges and Lessons Learned in the Quebec Public Administration: A Comparative Analysis with ISO 21502 Standard","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Administration (probate law); Political science; Law","authors":[{"name":"France Desjardins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1011235429578345,"gpt":0.3259928507346905,"spread":0.224869307776856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008732794,0.0004099082,0.0004485922,0.004971455,0.006890186,0.01570659,0.00258864,0.002236435,0.01184677],"category_scores_gemma":[0.00931983,0.0004641102,0.0005254784,0.008980484,0.003804568,0.005882519,0.00149989,0.002380914,0.002122466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1261244,"about_ca_system_score_gemma":0.1072681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9718326,"about_ca_topic_score_gemma":0.9775125,"domain_scores_codex":[0.9883781,0.001434295,0.000249844,0.0005129017,0.008000793,0.001424087],"domain_scores_gemma":[0.9879909,0.001503906,0.0003627338,0.0004147404,0.009121035,0.0006066395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001747575,0.0002049888,0.02230543,0.0009368635,0.00003250003,0.0008424996,0.01958762,0.00394744,0.003607486,0.2361227,0.2087857,0.503452],"study_design_scores_gemma":[0.00001633763,0.0001504848,0.07768883,0.001100264,0.00004008964,0.0002621452,0.02963066,0.003583978,0.001515644,0.007010365,0.8788543,0.0001468851],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1890327,0.0252479,0.01139947,0.06600947,0.001270078,0.0003616572,0.002591524,0.001292379,0.7027947],"genre_scores_gemma":[0.6080501,0.01242432,0.01098283,0.003934303,0.000164074,0.0001385503,0.002384023,0.0006707215,0.361251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1261244,"threshold_uncertainty_score":0.9151007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414638154","doi":"10.1007/978-3-031-97713-8_31","title":"Realtime Sign Language to Speech Conversion","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Sign language; Gesture; Bridge (graph theory); Language interpretation; Process (computing); Sign (mathematics); American Sign Language; Cued speech","authors":[{"name":"Balasaheb Jadhav","is_ca":true},{"name":"R. N. Rathi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00566094838630861,"gpt":0.1898050477612145,"spread":0.1841440993749059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002141212,0.0006716854,0.0004235033,0.0007289554,0.0002219778,0.00169372,0.0007247809,0.0005427328,0.06779876],"category_scores_gemma":[0.0006408744,0.0002827696,0.0002379518,0.0005637597,0.0002851335,0.001126618,0.0007627066,0.0007435686,0.04135063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579016,"about_ca_system_score_gemma":0.0004246969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006314649,"about_ca_topic_score_gemma":0.0009247974,"domain_scores_codex":[0.9997689,0.00001737235,0.00001286718,0.00003350384,0.0001442846,0.00002306806],"domain_scores_gemma":[0.9998146,0.00005481196,0.000008237997,0.00004235152,0.00006708673,0.00001292995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008650463,0.00005106539,0.0001012099,0.0002567339,0.000007990682,0.0002467677,0.0001582852,0.001904522,0.07915473,0.03014764,0.05681331,0.8310713],"study_design_scores_gemma":[0.00001931222,0.0001578725,0.000564226,0.000200134,0.00002295341,0.001700083,0.0001251237,0.01589792,0.1135208,0.009562391,0.8581906,0.00003857697],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009353918,0.003934112,0.4942265,0.0003487623,0.001809312,0.0001771244,0.0007975977,0.01485987,0.4744927],"genre_scores_gemma":[0.04598607,0.003562043,0.0767073,0.0001817918,0.0001735376,0.000104861,0.0009563235,0.001517388,0.8708107],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06779876,"threshold_uncertainty_score":0.2268094,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410585823","doi":"10.1007/978-3-031-90482-0_18","title":"A Conversational AI Model for College Enquiry Systems Using Voice Recognition","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Speech recognition; Computer science; Psychology; Natural language processing; Artificial intelligence","authors":[{"name":"P. Gandhi Prakash","is_ca":true},{"name":"A. Deepak","is_ca":true},{"name":"K. M. Vamsikrishna","is_ca":true},{"name":"S. Begum","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02765548923142978,"gpt":0.2339375452190985,"spread":0.2062820559876687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008516228,0.0003912174,0.0003967408,0.0005239577,0.001188521,0.002679465,0.001787658,0.001161021,0.01357024],"category_scores_gemma":[0.003163593,0.0003230784,0.0007345666,0.0004110035,0.0009031813,0.002458527,0.001162114,0.001330201,0.002871972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379968,"about_ca_system_score_gemma":0.001765795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01332026,"about_ca_topic_score_gemma":0.00891346,"domain_scores_codex":[0.9992914,0.0002405263,0.00004649609,0.0001536646,0.0001885358,0.00007938103],"domain_scores_gemma":[0.9989517,0.000585233,0.00004098711,0.0001029544,0.0002370986,0.00008207205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002259047,0.0003002549,0.001454982,0.000181935,0.00006178535,0.0003662811,0.002310843,0.1486003,0.01089867,0.6754636,0.01105604,0.1490794],"study_design_scores_gemma":[0.00001207519,0.0000327935,0.0001510391,0.00001519371,0.00001736392,0.00008086539,0.0001842108,0.9303185,0.001516817,0.05637681,0.01127722,0.00001721599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01552129,0.000224005,0.9307796,0.001135951,0.0001637404,0.0001959998,0.0002258301,0.001503723,0.05024996],"genre_scores_gemma":[0.6141768,0.0003148479,0.3173406,0.0004682908,0.0001584586,0.0005758414,0.0004404059,0.0002849348,0.06623981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01357024,"threshold_uncertainty_score":0.04539698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408200318","doi":"10.1007/978-3-031-80275-1_11","title":"Project Risk Management (PRM) in Situations of High Complexity and Deep Uncertainty","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Computer science; Risk management; Risk analysis (engineering); Business","authors":[{"name":"Yuri G. Raydugin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03535623541220944,"gpt":0.2722474383348843,"spread":0.2368912029226748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002642139,0.0006326305,0.00048569,0.000908736,0.0006385128,0.003426107,0.001099405,0.001547064,0.004541582],"category_scores_gemma":[0.004730982,0.0003072939,0.0004377809,0.001111598,0.002119665,0.003038999,0.002382749,0.001830411,0.0007392347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057419,"about_ca_system_score_gemma":0.001406727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007823596,"about_ca_topic_score_gemma":0.00141587,"domain_scores_codex":[0.9984622,0.0006177251,0.00005027673,0.0001175211,0.000659956,0.00009239373],"domain_scores_gemma":[0.9984276,0.001013941,0.0001798274,0.0001338821,0.0001635982,0.00008106149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001670685,0.00005074568,0.0005911177,0.0002022212,0.00002248564,0.0001858951,0.0006726327,0.0368975,0.000727511,0.6833869,0.01273152,0.2645147],"study_design_scores_gemma":[0.000004739434,0.00008400936,0.0008402326,0.00022765,0.00001102358,0.0003476886,0.0005430627,0.05407811,0.0005555717,0.887485,0.0557991,0.00002382704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01754385,0.01417318,0.5742244,0.007662877,0.0006931599,0.0001393739,0.00006388462,0.0002281906,0.385271],"genre_scores_gemma":[0.6299008,0.01629914,0.2153966,0.0009104938,0.001534146,0.0003217425,0.00008780746,0.0001442139,0.1354052],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004541582,"threshold_uncertainty_score":0.0151931,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415478520","doi":"10.1007/978-3-032-00202-0_7","title":"Pros and Cons of Dual-Use Technologies","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Emerging technologies; cons; Social life; Human life; Key (lock)","authors":[{"name":"Antonietta Gatti","is_ca":true},{"name":"Stefano Montanari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02773477463678824,"gpt":0.2331281896368786,"spread":0.2053934150000904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003659996,0.0005828453,0.0003894652,0.001798108,0.001276091,0.01000729,0.001423642,0.004179613,0.01489067],"category_scores_gemma":[0.007332896,0.0003541921,0.0005128715,0.001678549,0.007153866,0.01372263,0.004698085,0.004469971,0.003987573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269656,"about_ca_system_score_gemma":0.00114673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005376007,"about_ca_topic_score_gemma":0.0009115508,"domain_scores_codex":[0.9968801,0.001058485,0.00008858016,0.0003307561,0.001440628,0.0002015366],"domain_scores_gemma":[0.9920076,0.006216595,0.0002360868,0.0007437367,0.0005285342,0.0002674734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002792262,0.00002257576,0.0002297278,0.00009066104,0.000004471946,0.00008871126,0.0005931637,0.0001887484,0.0003698058,0.9266757,0.004845554,0.06686288],"study_design_scores_gemma":[0.00001204327,0.00006152254,0.0009446073,0.0006452871,0.0000198599,0.001489591,0.001286428,0.001751945,0.001880832,0.5974514,0.3944243,0.00003215517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01079061,0.01906768,0.04925198,0.01203438,0.0008679404,0.00004695735,0.00005743565,0.0001577869,0.9077252],"genre_scores_gemma":[0.4683568,0.03311009,0.06816071,0.01109053,0.002282038,0.0004845509,0.0001364716,0.0004143892,0.4159644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01489067,"threshold_uncertainty_score":0.04981428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414525681","doi":"10.1007/978-3-031-94997-5_20","title":"Promoting Electric Vehicle Accessibility: Integrative Strategies and Innovations","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"SAFER; Electric vehicle; Air quality index; Metropolitan area; Air pollutants; Quality (philosophy)","authors":[{"name":"Harshita Ketharaman","is_ca":true},{"name":"Haresh Sambandamoorthy","is_ca":true},{"name":"R. Angeline","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004776858187095481,"gpt":0.1896661091677332,"spread":0.1848892509806377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001598272,0.0007226063,0.000286019,0.001514142,0.0006578972,0.005955564,0.001074898,0.001578123,0.009268193],"category_scores_gemma":[0.001775381,0.0002170389,0.0002739141,0.002076268,0.001781782,0.006698651,0.002605029,0.001596608,0.001206927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746513,"about_ca_system_score_gemma":0.003523875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147612,"about_ca_topic_score_gemma":0.003558273,"domain_scores_codex":[0.9991919,0.0002814161,0.00002575183,0.00009866217,0.0003129469,0.00008940192],"domain_scores_gemma":[0.9989262,0.0005549891,0.00008258531,0.00007122504,0.0002459201,0.000118994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002049599,0.0002561528,0.0009322032,0.0007993512,0.00001316989,0.00007423193,0.00217129,0.0008726809,0.001245014,0.3713403,0.0210955,0.6011796],"study_design_scores_gemma":[0.00002469725,0.000229405,0.003857721,0.002351102,0.00005448301,0.0004571032,0.009130584,0.002162918,0.003831226,0.1693813,0.8084893,0.00003020936],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02916498,0.07427821,0.04871423,0.0230136,0.001183414,0.0001441571,0.00006153166,0.0002559681,0.8231838],"genre_scores_gemma":[0.5446179,0.156345,0.04063095,0.004639923,0.001490606,0.0002439882,0.000166749,0.0001844427,0.2516806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009268193,"threshold_uncertainty_score":0.0310052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410864159","doi":"10.1007/978-3-031-90742-5_5","title":"Detecting Deepfake: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Information systems engineering and management","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Yorkville University","funders":"","keywords":"Computer science","authors":[{"name":"Bhupinderpal Singh Chahal","is_ca":true},{"name":"Kapil Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01589576083884278,"gpt":0.2888909314846645,"spread":0.2729951706458218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06446049,0.002882211,0.01526761,0.02218275,0.001865298,0.006524718,0.004604822,0.005937249,0.006855949],"category_scores_gemma":[0.2465364,0.002659921,0.01277338,0.01520093,0.003539312,0.008600183,0.007056027,0.003467173,0.0008919452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006436873,"about_ca_system_score_gemma":0.03170494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007974425,"about_ca_topic_score_gemma":0.04277202,"domain_scores_codex":[0.9234301,0.03007785,0.02895399,0.004710912,0.0115072,0.001320009],"domain_scores_gemma":[0.8192599,0.1250633,0.0331154,0.006823032,0.01401707,0.001721259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002826324,0.0000246201,0.001582873,0.9437184,0.01571135,0.0001444862,0.000523098,0.00008173542,0.0001963682,0.0003151688,0.002839437,0.03457978],"study_design_scores_gemma":[0.0007069963,0.0001813413,0.003139916,0.8807889,0.09826291,0.0002567522,0.0006571254,0.000135985,0.0002069018,0.0008433601,0.01472866,0.00009108642],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002136126,0.9897637,0.001466065,0.001277784,0.0004952325,0.003217139,0.001121804,0.00005537291,0.0004668373],"genre_scores_gemma":[0.0538366,0.9245103,0.009862066,0.005427741,0.0003421277,0.004286385,0.001138283,0.00007101118,0.0005255343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06446049,"threshold_uncertainty_score":0.3409038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410585844","doi":"10.1007/978-3-031-90482-0_34","title":"Internet of Things for Early Autism Detection","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Autism; Internet of Things; Computer science; Internet privacy; Psychology; Developmental psychology","authors":[{"name":"Shivani Pant","is_ca":false},{"name":"Rahul Mahala","is_ca":false},{"name":"Rajesh Singh","is_ca":false},{"name":"Anita Gehlot","is_ca":false},{"name":"Nagendar Yamsani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.014722695587455,"gpt":0.21880443570157,"spread":0.2040817401141151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959608,0.000884276,0.0002667381,0.001370241,0.0004904869,0.001556446,0.0007151187,0.001333183,0.03904226],"category_scores_gemma":[0.0008555778,0.0002740259,0.0002963773,0.001504093,0.0003235789,0.00365611,0.0009703966,0.001214504,0.02149701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004144305,"about_ca_system_score_gemma":0.0002920626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006247634,"about_ca_topic_score_gemma":0.002006756,"domain_scores_codex":[0.9997343,0.00004166081,0.000009421483,0.00003050762,0.0001683475,0.0000156913],"domain_scores_gemma":[0.9996321,0.000212192,0.00001560264,0.00004097582,0.00008101793,0.00001805945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000119641,0.00002590929,0.0001398826,0.0003147398,0.00001001,0.0001331404,0.00008714191,0.0005565356,0.002315581,0.07769957,0.244168,0.6745376],"study_design_scores_gemma":[0.000001768779,0.00002107593,0.0002748913,0.000308475,0.000009936662,0.0007051443,0.00006211818,0.001741119,0.001167349,0.04070592,0.9549879,0.00001419176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001515801,0.05776664,0.1688047,0.004294987,0.0057966,0.0001162803,0.0006121892,0.00189812,0.7591946],"genre_scores_gemma":[0.01362744,0.05073166,0.09689847,0.003375148,0.002024037,0.0001295283,0.0009229675,0.0007575116,0.8315333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03904226,"threshold_uncertainty_score":0.1306094,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414551254","doi":"10.1007/978-3-031-94637-0_7","title":"The Impact of Digital Twin in Industry 4.0 Using Graph Neural Network: An Approach to Explainability in the Manufacturing Industry","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Industry 4.0; Automation; Manufacturing; Quality (philosophy); Digital manufacturing; Advanced manufacturing; Supply chain; Computer-integrated manufacturing","authors":[{"name":"P. Jayadharshini","is_ca":true},{"name":"S. Santhiya","is_ca":true},{"name":"C. Vasuki","is_ca":false},{"name":"T. Vanaja","is_ca":false},{"name":"S. Archanaa","is_ca":true},{"name":"K. Samyuktha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01916598117117339,"gpt":0.226061624538632,"spread":0.2068956433674586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006869894,0.0003702036,0.0002529426,0.0009156007,0.0003834786,0.001768125,0.0006744055,0.0008294552,0.006307352],"category_scores_gemma":[0.004057932,0.0001964074,0.000519619,0.001314157,0.0007772838,0.004113411,0.0009454799,0.001342808,0.0003721621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679696,"about_ca_system_score_gemma":0.0007462231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270042,"about_ca_topic_score_gemma":0.01096166,"domain_scores_codex":[0.9997439,0.0001155303,0.000008941364,0.00003605825,0.00007277315,0.00002272693],"domain_scores_gemma":[0.9983419,0.001330606,0.0000846742,0.00009041726,0.0001117219,0.00004062108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007097693,0.00007218918,0.007261107,0.0001810357,0.00007005403,0.0002033581,0.0004455371,0.3253438,0.001332422,0.5206431,0.005432748,0.1389437],"study_design_scores_gemma":[0.000005202633,0.00002553283,0.002551052,0.00004484127,0.00003288463,0.00003610806,0.0001362484,0.7366712,0.0008735727,0.2531386,0.006471911,0.00001279852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3110434,0.005440034,0.4930305,0.01003493,0.0003968586,0.00008260581,0.0009081013,0.001263992,0.1777995],"genre_scores_gemma":[0.9397998,0.002052361,0.04322686,0.0002094913,0.00008781718,0.00003990672,0.0004658448,0.000181866,0.01393595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01270042,"threshold_uncertainty_score":0.025253,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7083448207","doi":"10.1007/978-3-031-94637-0_9","title":"Distributed Training of Neural Networks in Smart Manufacturing Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Information systems engineering and management","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Scalability; Artificial neural network; Cloud computing; Process (computing); Training (meteorology); Field (mathematics); Synchronization (alternating current); Set (abstract data type); Function (biology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009666246274322854,"gpt":0.1669003056459636,"spread":0.1572340593716408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004048561,0.0003617502,0.0004976841,0.0001814704,0.0001983477,0.0005577395,0.0007424121,0.0008526382,0.002599946],"category_scores_gemma":[0.001089703,0.0003103314,0.0002448117,0.0005640311,0.0005088344,0.000991452,0.0005194066,0.001011946,0.0003333569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005776899,"about_ca_system_score_gemma":0.0002641532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00291458,"about_ca_topic_score_gemma":0.003868375,"domain_scores_codex":[0.999869,0.00003824044,0.000006774997,0.00003598714,0.00003367505,0.00001618634],"domain_scores_gemma":[0.9995908,0.0003135326,0.00001594777,0.00003291161,0.00003876974,0.000008038353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000032308,0.00002104647,0.0001690974,0.00004342138,0.0000150438,0.00003119083,0.00002653838,0.9173148,0.000922024,0.01444873,0.001490009,0.06548579],"study_design_scores_gemma":[0.000002611758,0.000008169154,0.00006369469,0.000004154211,0.00000225013,0.000006317711,0.000004016654,0.9887542,0.0002661268,0.01013664,0.0007504897,0.000001418413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03595577,0.005324961,0.9383662,0.0008614545,0.0002722372,0.00002126198,0.00005444552,0.0003117782,0.01883192],"genre_scores_gemma":[0.8493705,0.002606146,0.1188148,0.0001848287,0.0003035273,0.00006572325,0.00009925733,0.0001042956,0.02845082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00291458,"threshold_uncertainty_score":0.008697689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}