{"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"},"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002065071,0.0001810914,0.0002479713,0.00009052274,0.000287466,0.00009044139,0.0001501735,0.00005930301,0.000006722156],"category_scores_gemma":[0.00001014499,0.0001835918,0.00006386308,0.000154068,0.0000190126,0.0001419118,0.00007430224,0.000154133,0.000008094534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002677682,"about_ca_system_score_gemma":0.00002132147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004146626,"about_ca_topic_score_gemma":9.11411e-7,"domain_scores_codex":[0.9989851,0.00001757574,0.0002477189,0.00021849,0.0001872218,0.0003439029],"domain_scores_gemma":[0.9995326,0.0001194581,0.00004272447,0.00017482,0.00003046097,0.00009990345],"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":[0.00007567756,0.0001113128,0.0261761,0.001575421,0.000402711,0.00006677512,0.002255879,0.1274829,0.8248422,0.001205104,0.001458737,0.01434727],"study_design_scores_gemma":[0.01618951,0.007648387,0.006268052,0.002374902,0.0006672914,0.001601828,0.1007529,0.08372699,0.6281887,0.001053467,0.143081,0.008447062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968654,0.01221846,0.0077971,0.000004969144,0.008860328,0.001267079,0.00007063496,0.0004524296,0.0006749796],"genre_scores_gemma":[0.9980279,0.00006743838,0.00009073272,0.00000203939,0.0007538392,0.0007885863,0.00001310881,0.00005282199,0.0002035234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966535,"threshold_uncertainty_score":0.7486658,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001298952,0.0001652865,0.0002269981,0.0000548229,0.0001345402,0.00006979304,0.00009424125,0.00005964679,0.0000328533],"category_scores_gemma":[0.000001990506,0.000114222,0.00004884887,0.0003244343,0.00006286874,0.00005202526,0.00002561317,0.0001122544,0.0001036717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001351821,"about_ca_system_score_gemma":0.00005290809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000224097,"about_ca_topic_score_gemma":0.000006152158,"domain_scores_codex":[0.9991148,0.00003706365,0.0001728765,0.0002687188,0.0001157636,0.0002907574],"domain_scores_gemma":[0.9995134,0.00004227843,0.00007191431,0.0002281485,0.00004001564,0.0001041863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007729267,0.0003331485,0.9554307,0.0004563838,0.0006284567,0.0000316506,0.001823553,0.004501058,0.009275946,0.008545659,0.0100877,0.008808438],"study_design_scores_gemma":[0.01492476,0.002144636,0.7415125,0.003327052,0.001409937,0.000270989,0.06539903,0.03479683,0.04225114,0.001134971,0.08738795,0.005440179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956011,0.0002965912,0.0006340426,0.0001830659,0.0004469061,0.0002715997,0.00005064715,0.00009520359,0.002420841],"genre_scores_gemma":[0.9965051,0.0000182687,0.00002115852,0.00001109068,0.0002747253,0.00001105075,0.00008239585,0.00001651592,0.003059721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2139182,"threshold_uncertainty_score":0.4657837,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002300036,0.0002420106,0.0002419902,0.00007159486,0.0002180422,0.0001313109,0.0001173712,0.000193174,0.000003627877],"category_scores_gemma":[0.00002254539,0.0002155816,0.0000552422,0.0001826933,0.0001156845,0.000005740843,0.0001360711,0.0001237242,0.00001756595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798323,"about_ca_system_score_gemma":0.00008792503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007127027,"about_ca_topic_score_gemma":0.00002247477,"domain_scores_codex":[0.9984478,0.00006714095,0.000303953,0.0005377758,0.0001647742,0.0004785258],"domain_scores_gemma":[0.9992629,0.000009364299,0.0001196787,0.0003196545,0.00008639596,0.0002020141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005183001,0.0001303785,0.05367028,0.0007628683,0.0001713179,0.00002411627,0.001302513,0.000004921828,0.8649145,0.0006558804,0.04780886,0.03050249],"study_design_scores_gemma":[0.001294952,0.0004022483,0.06236417,0.0001160013,0.00007831434,0.0001603572,0.001290729,0.0001080751,0.04976356,0.00006933058,0.8836849,0.0006673661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889062,0.1086808,0.0001009633,0.0002938477,0.00141248,0.0003436382,0.00005463078,0.00007471696,0.0001327136],"genre_scores_gemma":[0.9379626,0.0597741,0.00002388883,0.00007040823,0.001327067,0.0000287221,0.0002329537,0.00003632703,0.0005439629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.835876,"threshold_uncertainty_score":0.8791161,"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)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002522562,0.0003218802,0.001127776,0.0003294256,0.00004788685,0.00009102364,0.00005201556,0.0001673707,0.000006239558],"category_scores_gemma":[0.00001125635,0.0001724768,0.00009505401,0.0004474786,0.0001551155,0.00007414038,0.00006539857,0.0002598461,0.0000164605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002222904,"about_ca_system_score_gemma":0.0005183046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002376574,"about_ca_topic_score_gemma":0.00004895019,"domain_scores_codex":[0.998518,0.00007471038,0.0003943526,0.0005132554,0.0001827011,0.0003169937],"domain_scores_gemma":[0.9995292,0.00004276834,0.00008970782,0.0001613289,0.00003616892,0.0001408708],"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":[0.00003339322,0.00002435242,0.0005026118,0.1198228,0.0002274951,0.0001792152,0.0001022978,2.405619e-8,0.000001218712,0.00003547393,0.0004948124,0.8785763],"study_design_scores_gemma":[0.0005115377,0.0001333397,0.00002085209,0.08815058,0.0006191046,0.0002299744,0.0001666501,0.00001368516,0.000001236568,0.000008528144,0.9099629,0.0001816398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001760575,0.996038,1.062802e-7,0.0001639765,0.0005022119,0.002316179,0.00010302,0.00004307208,0.0006573607],"genre_scores_gemma":[0.0004327295,0.9944257,0.000003640462,0.000005117515,0.000192565,0.0008455477,0.00008152979,0.00003998243,0.003973152],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9094681,"threshold_uncertainty_score":0.70334,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001596403,0.0003219109,0.00232459,0.0001931111,0.00009027382,0.00003926273,0.000043238,0.0004264917,0.00001119132],"category_scores_gemma":[0.0003704659,0.0001954515,0.00039795,0.0002654938,0.0001307595,0.00002993601,0.00004238739,0.0001037024,0.000008758902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007650063,"about_ca_system_score_gemma":0.0003412171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004234323,"about_ca_topic_score_gemma":5.991698e-7,"domain_scores_codex":[0.9978727,0.0002573326,0.0009183842,0.0004541913,0.000254447,0.0002430095],"domain_scores_gemma":[0.9981295,0.0008534582,0.0004129275,0.0002251023,0.0002293761,0.0001495727],"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":[0.0005047042,0.0002924643,0.00002505,0.3246329,0.005721591,0.0001600933,0.0002042893,0.000001153053,0.0006714888,0.004380332,0.01156441,0.6518415],"study_design_scores_gemma":[0.0009175436,0.0005332562,0.000006675577,0.02641018,0.002079285,0.0005704976,0.0001664227,0.00008079178,0.000124707,0.00001733319,0.9687632,0.0003301132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000162137,0.9953859,0.0002640139,0.00004860227,0.0003770833,0.003012131,0.000630821,0.00007967977,0.00003962258],"genre_scores_gemma":[0.0006452963,0.9974267,0.000162369,0.00001113227,0.0003388964,0.0002949254,0.0003250213,0.00005531025,0.0007403054],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9571988,"threshold_uncertainty_score":0.7970281,"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","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006868033,0.0003183215,0.000529187,0.0001472848,0.000411576,0.0001729171,0.0002322404,0.0001353406,0.00001100111],"category_scores_gemma":[0.00003520942,0.0001916869,0.0002085529,0.0003120089,0.0002044241,0.00006196302,0.0001338306,0.0002488749,0.00002198872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765714,"about_ca_system_score_gemma":0.00008541308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008991382,"about_ca_topic_score_gemma":0.00001046088,"domain_scores_codex":[0.9981094,0.0002500225,0.0005335545,0.0004397898,0.0002421822,0.0004250727],"domain_scores_gemma":[0.9986132,0.0001383916,0.0001713717,0.0009382374,0.00005442259,0.00008437539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002134324,0.0002393498,0.008923653,0.0007707277,0.001954478,0.00004812335,0.001719243,0.000005075822,0.8502943,0.00003766716,0.001452524,0.1324205],"study_design_scores_gemma":[0.01220935,0.002535865,0.4316826,0.01303712,0.001072515,0.001039766,0.004792301,0.0002491061,0.1565534,0.00004209586,0.3755819,0.001203986],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669842,0.1268012,0.0002592968,0.001788946,0.001097144,0.002272395,0.000009117794,0.00008324735,0.0007043771],"genre_scores_gemma":[0.9855325,0.00864316,0.0001128604,0.001597559,0.0001184037,0.0002227189,0.00001879993,0.00003318253,0.003720853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6937409,"threshold_uncertainty_score":0.7816767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}