{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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"},"query_hash":"5d38179174a6","filters":{"venue":"Discover Internet of Things"}},"results":[{"id":"W4406330594","doi":"10.1007/s43926-025-00095-8","title":"Generative AI, IoT, and blockchain in healthcare: application, issues, and solutions","year":2025,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"Blockchain; Interoperability; Scalability; Computer science; Health care; Analytics; Generative grammar; SAFER; Data science; Artificial intelligence; Computer security; Database; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.007937329615041332,"gpt":0.2672541213947752,"spread":0.2593167917797338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002590537,0.00009440124,0.0001610886,0.0001687706,0.00006165048,0.0000430076,0.000386002,0.00009836644,9.420372e-7],"category_scores_gemma":[0.00002433656,0.00009215069,0.00001874251,0.0003254121,0.0001703717,0.00009681757,0.0004623977,0.0001942682,0.000001007449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003018279,"about_ca_system_score_gemma":0.00004124766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003069582,"about_ca_topic_score_gemma":0.0002992464,"domain_scores_codex":[0.9991683,0.00003569875,0.0002323911,0.0003421791,0.00007289727,0.0001485124],"domain_scores_gemma":[0.9994655,0.00004167934,0.00007041912,0.000340846,0.00005306157,0.00002846105],"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":[0.000002831068,0.00004942513,0.004625299,0.00002527878,0.00001163246,4.400822e-7,0.001336164,0.000005867547,0.0003502953,0.9824293,0.001033186,0.01013024],"study_design_scores_gemma":[0.0005844419,0.00008032023,0.01159452,0.000113493,0.0000110344,0.00001158995,0.0001361863,0.3295832,0.009185149,0.637534,0.01091081,0.0002552631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1846859,0.003652613,0.7083089,0.1025324,0.00006342129,0.0003752461,0.000005907217,0.00008745179,0.0002882152],"genre_scores_gemma":[0.9876116,0.00007251387,0.009710362,0.002197032,0.000005830002,0.0000704694,0.000002155807,0.000003095114,0.0003269392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8029257,"threshold_uncertainty_score":0.4640311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403680775","doi":"10.1007/s43926-024-00078-1","title":"Analysis of integration of IoMT with blockchain: issues, challenges and solutions","year":2024,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"Blockchain; Computer science; Computer security","retraction":null,"screen_n_in":null,"score":{"opus":0.01899394055229357,"gpt":0.2569602912048102,"spread":0.2379663506525166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000232512,0.00008431281,0.0002397814,0.0003963218,0.00001427729,0.00001931609,0.0003855375,0.00005699918,0.000005917814],"category_scores_gemma":[0.00001435412,0.00006410535,0.0000739719,0.0005700096,0.0001916496,0.0001583176,0.0001906186,0.0001036338,5.097878e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001075831,"about_ca_system_score_gemma":0.00002093587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005063475,"about_ca_topic_score_gemma":0.0001559824,"domain_scores_codex":[0.9992681,0.00001948612,0.0002357869,0.0002450515,0.0001434624,0.0000881666],"domain_scores_gemma":[0.9993703,0.00005738396,0.000114317,0.0003599249,0.00008034901,0.00001771466],"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":[0.000005547553,0.00007392753,0.0001535436,0.00007977735,0.0004971293,9.775505e-7,0.01206136,0.00003446104,0.001345923,0.9602734,0.00006726025,0.02540674],"study_design_scores_gemma":[0.0002083517,0.0003758074,0.005431971,0.0004681357,0.0006329653,0.00001223755,0.001294873,0.898653,0.05008688,0.04137112,0.001211234,0.0002534614],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4997414,0.01404095,0.4807386,0.003894972,0.00006100319,0.0001527177,0.00001612905,0.0001090703,0.001245136],"genre_scores_gemma":[0.994028,0.0003068767,0.005506803,0.0000176417,0.000003921928,0.000009680492,0.000003817798,0.000003876596,0.0001193373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9189022,"threshold_uncertainty_score":0.261414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408574631","doi":"10.1007/s43926-025-00123-7","title":"A comprehensive survey on 6G-security: physical connection and service layers","year":2025,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"Connection (principal bundle); Service (business); Computer security; Computer science; Business; Engineering; Marketing; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01532592236594672,"gpt":0.2664168806145406,"spread":0.2510909582485939,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004020107,0.0001058403,0.0001733139,0.00008772832,0.00001570032,0.00002082135,0.0002294499,0.00005286971,0.000002692948],"category_scores_gemma":[0.00005196026,0.0001048227,0.00002644453,0.0001694401,0.00006057524,0.0001848437,0.0001623415,0.0001996128,0.000005068194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003732156,"about_ca_system_score_gemma":0.000004690671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005282526,"about_ca_topic_score_gemma":0.00006518303,"domain_scores_codex":[0.9995717,0.00002536696,0.000124078,0.0001208176,0.00007090718,0.00008707917],"domain_scores_gemma":[0.9993952,0.0002306089,0.00003679115,0.0002694961,0.00005586096,0.00001206263],"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":[0.001443409,0.001302586,0.0379759,0.004972704,0.002777457,0.00001373971,0.05842855,0.1409183,0.1285077,0.4836836,0.03414332,0.1058327],"study_design_scores_gemma":[0.001629427,0.0002401747,0.06915311,0.001138939,0.00004420934,0.00000300654,0.003490866,0.4545564,0.41432,0.04656044,0.008106881,0.0007565027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906766,0.0001976942,0.006491481,0.0002754321,0.0001157143,0.00009387698,0.00001334092,0.000257478,0.001878386],"genre_scores_gemma":[0.9994027,0.00006707405,0.0001333663,0.0003018796,0.000003431525,0.000008206992,0.0000183739,0.00001115926,0.00005379276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4371231,"threshold_uncertainty_score":0.4274547,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3175300726","doi":"10.1007/s43926-021-00016-5","title":"Social media analytics of the Internet of Things","year":2021,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Information and Cyber Security","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Research Council Canada","keywords":"Computer science; Social media; Implementation; Sentiment analysis; Analytics; The Internet; Popularity; Big data; Data science; Computer security; Variety (cybernetics); Encryption; Business intelligence; Realm; Social media analytics; Internet privacy; World Wide Web; Artificial intelligence; Knowledge management","retraction":null,"screen_n_in":null,"score":{"opus":0.01602054886000467,"gpt":0.2477156142936438,"spread":0.2316950654336392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002980149,0.0001135414,0.0002643531,0.0000624742,0.00001977219,0.00006434427,0.001344283,0.00007335121,0.00007791579],"category_scores_gemma":[0.0001712841,0.00008463337,0.0002485593,0.0002993025,0.000153578,0.001060929,0.0009160932,0.0001935934,0.000006810068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002868663,"about_ca_system_score_gemma":0.000116795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002943305,"about_ca_topic_score_gemma":0.0000265366,"domain_scores_codex":[0.9985842,0.00005994046,0.0005373145,0.0001579926,0.0005174613,0.0001431124],"domain_scores_gemma":[0.9987522,0.00008757268,0.0004942557,0.0003845554,0.0002518887,0.00002955253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001987007,0.0001490654,0.002010817,0.0001619666,0.0001294243,0.000003095339,0.2725185,0.000007764587,0.0008884143,0.7116974,0.009149643,0.00326408],"study_design_scores_gemma":[0.001467144,0.0001077801,0.01911289,0.0006346639,0.0001155633,0.00003202433,0.003503215,0.1060378,0.8225256,0.03564309,0.01023286,0.0005873743],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.831517,0.0001302321,0.1195892,0.002278497,0.001655664,0.0001523316,0.00001655703,0.00005291471,0.04460765],"genre_scores_gemma":[0.9967223,0.00000405744,0.001499175,0.0008770755,0.00002022666,9.426174e-7,0.000006074375,0.000005133632,0.0008650474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8216372,"threshold_uncertainty_score":0.3451249,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3110085153","doi":"10.1007/s43926-021-00004-9","title":"“Chatty Devices” and edge-based activity classification","year":2021,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science; Factory (object-oriented programming); Product (mathematics); Automation; Enhanced Data Rates for GSM Evolution; Process (computing); Manufacturing engineering; Analytics; Artificial intelligence; Human–computer interaction; Data science; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.03657709553892646,"gpt":0.2817134646379801,"spread":0.2451363690990536,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0002371998,0.0001153858,0.0001599807,0.00007142912,0.00002843963,0.0001882612,0.006682276,0.0000878107,0.00001404201],"category_scores_gemma":[0.003147974,0.0001095503,0.00004728945,0.0002271914,0.0001136386,0.001404288,0.02075762,0.0001867065,0.000008924129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004804246,"about_ca_system_score_gemma":0.00008377789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001409079,"about_ca_topic_score_gemma":0.00001520257,"domain_scores_codex":[0.9989207,0.00005587787,0.0001692172,0.0004549022,0.0002371684,0.0001621038],"domain_scores_gemma":[0.9963869,0.0001345356,0.0001648537,0.003199115,0.00007925449,0.00003533113],"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":[0.0001329328,0.001225099,0.08658363,0.0009658778,0.0003220021,0.0001278691,0.002523233,0.00001503667,0.1593918,0.1255879,0.2119281,0.4111966],"study_design_scores_gemma":[0.0004076607,0.00006519072,0.04104969,0.0002010274,0.00001522192,0.00001342554,0.00006230765,0.472099,0.4379509,0.04434327,0.003504163,0.0002880497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3253486,0.0001466422,0.6558331,0.01683517,0.0002507957,0.00006981788,0.000008263226,0.0001985117,0.001309067],"genre_scores_gemma":[0.9169925,0.00001061784,0.08240607,0.0004610835,0.000008496696,0.000005791896,0.000009739185,0.000006530193,0.00009917125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5916439,"threshold_uncertainty_score":0.998692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}