{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"01cc72996ccf","filters":{"venue":"Cyborg and Bionic Systems"}},"results":[{"id":"W4225261496","doi":"10.34133/2022/9780497","title":"Mobile Robotic Platform for Contactless Vital Sign Monitoring","year":2022,"lang":"en","type":"article","venue":"Cyborg and Bionic Systems","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"National Institute on Drug Abuse; Massachusetts Institute of Technology; National Institutes of Health; Brigham and Women's Hospital","keywords":"Vital signs; Computer science; Respiratory rate; Compensation (psychology); Real-time computing; Simulation; Heart rate; Wearable computer; Computer vision; Artificial intelligence; Embedded system; Medicine","authors":[{"name":"Hen‐Wei Huang","is_ca":false},{"name":"Jack Chen","is_ca":true},{"name":"Peter R. Chai","is_ca":false},{"name":"Claas Ehmke","is_ca":false},{"name":"Philipp Rupp","is_ca":false},{"name":"Farah Z. Dadabhoy","is_ca":false},{"name":"Annie Feng","is_ca":false},{"name":"Canchen Li","is_ca":false},{"name":"Akhil John Thomas","is_ca":false},{"name":"Marco J. da Silva","is_ca":false},{"name":"Edward W. Boyer","is_ca":false},{"name":"Giovanni Traverso","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0201989749629945,"gpt":0.2280344797131821,"spread":0.2078355047501876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002648669,0.000767695,0.0006036654,0.0006603835,0.0002227436,0.0004435767,0.001514532,0.0009266952,0.005119786],"category_scores_gemma":[0.0006605781,0.0003314236,0.000366917,0.0001810224,0.0002013139,0.0005466609,0.0009503392,0.0004616893,0.001998005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051246,"about_ca_system_score_gemma":0.0004022344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006252904,"about_ca_topic_score_gemma":0.0005816582,"domain_scores_codex":[0.9994286,0.00004967623,0.00003078589,0.0001570923,0.0002705378,0.00006331247],"domain_scores_gemma":[0.9996995,0.00004417403,0.00006794108,0.00003982085,0.000103085,0.00004553195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009021655,0.0004236443,0.003063733,0.0009070825,0.00008899659,0.001307888,0.00026698,0.005013474,0.6173994,0.002265874,0.0193877,0.3489731],"study_design_scores_gemma":[0.0006196208,0.008568098,0.0385067,0.0003520624,0.0003427432,0.01018253,0.0002709083,0.2876977,0.4263701,0.003038482,0.2233743,0.0006767995],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1828763,0.003269629,0.7714493,0.0009053578,0.001490437,0.001261993,0.001312485,0.01838689,0.01904763],"genre_scores_gemma":[0.7680008,0.0008496239,0.2015959,0.0011037,0.0003146779,0.001215506,0.0009918314,0.0002354001,0.02569255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005119786,"threshold_uncertainty_score":0.01712734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320726951","doi":"10.34133/cbsystems.0015","title":"Ultrafast Miniature Robotic Swimmers with Upstream Motility","year":2023,"lang":"en","type":"article","venue":"Cyborg and Bionic Systems","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":65,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Chinese University of Hong Kong; National Natural Science Foundation of China","keywords":"Fluidics; Robot; Upstream (networking); Imaging phantom; Agile software development; Propulsion; Simulation; Mechanical engineering; Marine engineering; Computer science; Aerospace engineering; Engineering; Acoustics; Physics; Artificial intelligence; Optics","authors":[{"name":"Yibin Wang","is_ca":false},{"name":"Hui Chen","is_ca":false},{"name":"Junhui Law","is_ca":true},{"name":"Xingzhou Du","is_ca":false},{"name":"Jiangfan Yu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008753721641983379,"gpt":0.2124599890441393,"spread":0.203706267402156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002071816,0.000305888,0.0002442619,0.0001493118,0.0002078746,0.0001978555,0.0003733218,0.0004032028,0.0008040729],"category_scores_gemma":[0.0001879225,0.0001879053,0.0002172252,0.00008223842,0.0002733529,0.0005189716,0.0005399362,0.0002879314,0.0004909236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001465316,"about_ca_system_score_gemma":0.0001999176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002477759,"about_ca_topic_score_gemma":0.0006066108,"domain_scores_codex":[0.999909,0.000009985713,0.000006185977,0.0000190813,0.00003838436,0.00001726942],"domain_scores_gemma":[0.9999189,0.00001447159,0.00002094117,0.00001061272,0.00001842472,0.00001648272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001628759,0.00002054355,0.0001463944,0.00008532533,0.000003692699,0.00004596714,0.00004610909,0.0003659306,0.9884623,0.0009283856,0.0002020848,0.009677031],"study_design_scores_gemma":[0.00003380398,0.000874731,0.002120137,0.00002660359,0.00001956741,0.000441899,0.00006979895,0.01569779,0.9606286,0.0005217925,0.0195124,0.00005277099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8176068,0.00335881,0.1691384,0.0005554738,0.0002026207,0.0002670663,0.0001179817,0.0006525613,0.008100361],"genre_scores_gemma":[0.8193196,0.001391278,0.1649864,0.0002335745,0.00005065127,0.0003624566,0.0001216138,0.00005568023,0.01347866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008040729,"threshold_uncertainty_score":0.002689898,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317438718","doi":"10.34133/cbsystems.0011","title":"Microfluidic-Assisted <i>Caenorhabditis elegans</i> Sorting: Current Status and Future Prospects","year":2023,"lang":"en","type":"article","venue":"Cyborg and Bionic Systems","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":51,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Key Programme; Xi’an Jiaotong-Liverpool University; Government of Jiangsu Province","keywords":"Sorting; Caenorhabditis elegans; Computer science; Microfluidics; Sorting algorithm; Biology; Computational biology; Data science; Nanotechnology; Genetics","authors":[{"name":"Hang Yuan","is_ca":false},{"name":"Wenwen Yuan","is_ca":false},{"name":"Sixuan Duan","is_ca":false},{"name":"Keran Jiao","is_ca":false},{"name":"Quan Zhang","is_ca":false},{"name":"Eng Gee Lim","is_ca":false},{"name":"Min Chen","is_ca":false},{"name":"Chun Zhao","is_ca":false},{"name":"Peng Pan","is_ca":true},{"name":"Xinyu Liu","is_ca":true},{"name":"Pengfei Song","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01085334744541047,"gpt":0.2374900335046037,"spread":0.2266366860591932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398822,0.0006800088,0.0009509818,0.001315645,0.0003930016,0.001502389,0.001189298,0.00138506,0.003558525],"category_scores_gemma":[0.001257824,0.0003545856,0.0008255359,0.001706515,0.0006867092,0.002653437,0.0007348554,0.00102181,0.002141015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007130923,"about_ca_system_score_gemma":0.001833505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477117,"about_ca_topic_score_gemma":0.001415106,"domain_scores_codex":[0.9996138,0.00005018814,0.00005211177,0.0000796463,0.0001383191,0.00006596082],"domain_scores_gemma":[0.9992561,0.0002919032,0.0001097473,0.00002689615,0.0002452059,0.00007023827],"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":[0.0001803972,0.0001017477,0.0005430623,0.02574906,0.00007800764,0.0001878136,0.0001447885,0.001005807,0.02320296,0.0119305,0.04649148,0.8903845],"study_design_scores_gemma":[0.00001879907,0.0002994936,0.0008646611,0.002686819,0.0001852422,0.0005506863,0.0001201211,0.0006894346,0.01501258,0.002464036,0.977029,0.0000791213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009092499,0.9932235,0.001790511,0.0009855016,0.0006578634,0.00001158485,0.00007889856,0.0001205098,0.002222365],"genre_scores_gemma":[0.003555069,0.991634,0.001903126,0.0009275164,0.0004131611,0.00001996498,0.0001546027,0.00001856417,0.001374031],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003558525,"threshold_uncertainty_score":0.01190442,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396229173","doi":"10.34133/cbsystems.0129","title":"Advances in Prostate Cancer Biomarkers and Probes","year":2024,"lang":"en","type":"review","venue":"Cyborg and Bionic Systems","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Prostate cancer; Biomarker; Medicine; Biomarker discovery; Cancer; Circulating tumor cell; Precision medicine; TMPRSS2; Cancer biomarkers; Molecular biomarkers; Prostate; Targeted therapy; Diagnostic biomarker; Bioinformatics; Computational biology; Oncology; Internal medicine; Metastasis; Pathology; Biology; Proteomics; Disease; Gene; Coronavirus disease 2019 (COVID-19)","authors":[{"name":"Keyi Li","is_ca":false},{"name":"Qiao Wang","is_ca":false},{"name":"Xiaoying Tang","is_ca":false},{"name":"Ozioma Udochukwu Akakuru","is_ca":true},{"name":"Ruobing Li","is_ca":false},{"name":"Yan Wang","is_ca":false},{"name":"R.Q. Zhang","is_ca":false},{"name":"Zhenqi Jiang","is_ca":false},{"name":"Zhuo Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04606720693423651,"gpt":0.4071215601277716,"spread":0.3610543531935351,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001225487,0.001042946,0.001225346,0.002998761,0.0003745024,0.001340136,0.0008278898,0.00159581,0.004529943],"category_scores_gemma":[0.001395467,0.0004441047,0.0008461955,0.002329082,0.0006325591,0.001647304,0.0008704885,0.002308544,0.002695845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009347408,"about_ca_system_score_gemma":0.001551556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541012,"about_ca_topic_score_gemma":0.001710039,"domain_scores_codex":[0.999388,0.0001242051,0.00005512957,0.0001078638,0.0002667953,0.00005799445],"domain_scores_gemma":[0.9993804,0.0003169361,0.00006077285,0.00002495695,0.0001845763,0.00003239188],"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":[0.0000712143,0.00009209946,0.0003819649,0.02333634,0.0001171454,0.0003388391,0.0001178195,0.0007928926,0.008701046,0.01781617,0.03217138,0.9160631],"study_design_scores_gemma":[0.000006795945,0.00007288875,0.0003657937,0.001164379,0.0000679508,0.000763019,0.00003893247,0.000161888,0.002739364,0.002412486,0.9921847,0.00002189561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002206515,0.9954579,0.0008766308,0.000506379,0.0004126935,0.000009635593,0.00004347257,0.00002323819,0.002449511],"genre_scores_gemma":[0.002613264,0.9936913,0.001088976,0.0005591408,0.0003525438,0.00002035299,0.00009778973,0.000005801493,0.001570837],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004529943,"threshold_uncertainty_score":0.01515418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386568222","doi":"10.34133/cbsystems.0058","title":"Rational Design of Bioactive Materials for Bone Hemostasis and Defect Repair","year":2023,"lang":"en","type":"review","venue":"Cyborg and Bionic Systems","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Hemostasis; Medicine; Bone healing; Surgery; Intensive care medicine","authors":[{"name":"Yuqi Gai","is_ca":false},{"name":"Yue Yin","is_ca":false},{"name":"Ling Guan","is_ca":true},{"name":"Shengchang Zhang","is_ca":false},{"name":"Jiatian Chen","is_ca":false},{"name":"Junyuan Yang","is_ca":false},{"name":"Huaijuan Zhou","is_ca":false},{"name":"Jinhua Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1609462064919661,"gpt":0.3763730782330709,"spread":0.2154268717411047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003921212,0.0008645073,0.0006999696,0.001559569,0.0002303365,0.0006722362,0.0004334391,0.0007384546,0.001248471],"category_scores_gemma":[0.0003209962,0.0003724218,0.0005728952,0.001080383,0.0002889702,0.0009490367,0.0004590135,0.0008941116,0.0006219012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004482711,"about_ca_system_score_gemma":0.0006918493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005294545,"about_ca_topic_score_gemma":0.001007642,"domain_scores_codex":[0.9998275,0.0000237191,0.00001984402,0.00002898099,0.00007148627,0.00002848961],"domain_scores_gemma":[0.9999466,0.00001440202,0.00001682135,0.000003464637,0.00001387152,0.00000491943],"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":[0.0001485811,0.0003073602,0.0004520676,0.03849858,0.0001901933,0.0007795843,0.0002332703,0.005167304,0.2354781,0.04032887,0.00889178,0.6695243],"study_design_scores_gemma":[0.00006050987,0.0005393047,0.001448569,0.003887453,0.0002646216,0.001596995,0.0001525875,0.002496162,0.1029374,0.006876568,0.8796675,0.0000722847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008639192,0.9780539,0.006713618,0.0002952295,0.0002973981,0.0001005582,0.0001128396,0.0000361405,0.005751226],"genre_scores_gemma":[0.0354418,0.952929,0.008406304,0.0002241993,0.00008804043,0.0001182219,0.000131876,0.00001326876,0.002647299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001559569,"threshold_uncertainty_score":0.004176557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416142812","doi":"10.34133/cbsystems.0468","title":"Reviving Dormant Immunity: Millimeter Waves Reprogram the Immunosuppressive Microenvironment to Potentiate Immunotherapy without Obvious Side Effects","year":2025,"lang":"en","type":"article","venue":"Cyborg and Bionic Systems","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Alberta Museum; University of Calgary","funders":"","keywords":"Immune system; Tumor microenvironment; Reprogramming; Immunotherapy; Cancer immunotherapy; Cancer; Cancer treatment; Cancer cell","authors":[{"name":"Zhenqi Jiang","is_ca":false},{"name":"Rui Jing","is_ca":false},{"name":"Ozioma Udochukwu Akakuru","is_ca":true},{"name":"Keyi Li","is_ca":false},{"name":"Xiaoying Tang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007359271706251875,"gpt":0.2570746753895443,"spread":0.2497154036832925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001697961,0.0002399317,0.0001699704,0.0001650215,0.00007911066,0.0003338149,0.0001421468,0.0002531697,0.0008083088],"category_scores_gemma":[0.00008149368,0.00007818518,0.0001678564,0.0001017839,0.0002321948,0.0002735698,0.0001952829,0.0005474028,0.0001364876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591278,"about_ca_system_score_gemma":0.0001343738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292158,"about_ca_topic_score_gemma":0.0002388139,"domain_scores_codex":[0.9999256,0.00001615037,0.000003262538,0.00001313271,0.00001997914,0.0000218182],"domain_scores_gemma":[0.9999442,0.00001714791,0.00001801401,0.000007659144,0.000004944474,0.000008105601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000805407,0.0000412331,0.0001606761,0.00005148768,0.00000540261,0.0000280216,0.00001713403,0.0002502901,0.9914589,0.0003871219,0.00008171118,0.00743749],"study_design_scores_gemma":[0.00002357159,0.0008722102,0.001385825,0.000008437035,0.00001962186,0.0001489084,0.00003986481,0.00178692,0.9901495,0.0002783499,0.005281799,0.000004970933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584582,0.006983358,0.02988572,0.0006230649,0.0001523513,0.00007931852,0.0001143509,0.0002046585,0.003499138],"genre_scores_gemma":[0.99067,0.001909176,0.005574344,0.0001517112,0.00003313603,0.00004085266,0.00004679476,0.00001282684,0.001561163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008083088,"threshold_uncertainty_score":0.002704024,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}