{"meta":{"query_hash":"0b726ea42f95","filters":{"venue":"Frontiers in biomedical technologies"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/0b726ea42f95","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+biomedical+technologies"},"results":[{"id":"W3019639515","doi":"10.18502/fbt.v7i1.2727","title":"Introducing a Robotic Lumbar Puncture Simulator with Force Feedback: LP Simd","year":2020,"lang":"en","type":"article","venue":"Frontiers in biomedical technologies","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Rehabilitation Institute","funders":"","keywords":"Lumbar; Haptic technology; Virtual reality; Computer science; Simulation; Lumbar puncture; Artificial intelligence; Surgery; Medicine; Cerebrospinal fluid","score_opus":0.0051478724797374645,"score_gpt":0.18802382953411062,"score_spread":0.18287595705437315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3019639515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048001233,0.003977357,0.9236373,0.018632215,0.000621958,0.0002416151,0.000008020058,0.004573141,0.00030721116],"genre_scores_gemma":[0.95024663,0.00026682322,0.04887138,0.0003256307,0.00013369652,0.000020922433,0.000015617543,0.000039496277,0.00007979393],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983648,0.000017498343,0.0003123335,0.00041238655,0.00039076767,0.00050217804],"domain_scores_gemma":[0.9994102,0.000033562916,0.000035600773,0.00033129522,0.000020963509,0.00016837736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012649376,0.00026374718,0.00052952196,0.00029129517,0.000047718277,0.000039165796,0.000505285,0.00031463202,0.000026526232],"category_scores_gemma":[0.0006617385,0.00018978203,0.00007283031,0.0014449087,0.00052956346,0.00009896579,0.0001105606,0.0007643805,0.00001686001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003502169,0.00013009032,0.03915278,0.0010711028,0.000744382,0.000409643,0.0009725629,0.14772013,0.006108927,0.00012421593,0.41222006,0.39131108],"study_design_scores_gemma":[0.0010726621,0.00015246226,0.00040374952,0.00023552174,0.00009101111,0.000008636264,0.0033171913,0.9529609,0.0024330246,0.0013324934,0.037393596,0.00059874845],"about_ca_topic_score_codex":0.0000037660432,"about_ca_topic_score_gemma":0.0000013670933,"teacher_disagreement_score":0.9022454,"about_ca_system_score_codex":0.00008649992,"about_ca_system_score_gemma":0.000025486965,"threshold_uncertainty_score":0.7739087},"labels":[],"label_agreement":null},{"id":"W3128474796","doi":"10.18502/fbt.v7i4.5317","title":"The Role of Low Energy Electrons in Radiobiology and Cancer Treatment","year":2021,"lang":"en","type":"article","venue":"Frontiers in biomedical technologies","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiobiology; Electron; Radiation; Cancer; Energy (signal processing); Cancer treatment; Atomic physics; Chemistry; Physics; Cancer research; Biophysics; Medicine; Biology; Irradiation; Nuclear physics; Genetics","score_opus":0.004153727987137971,"score_gpt":0.24260302104413772,"score_spread":0.23844929305699974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128474796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6749683,0.3094656,0.0008110365,0.013803532,0.00036391866,0.00016608393,0.000012958691,0.00012507082,0.00028348327],"genre_scores_gemma":[0.93083185,0.06761902,0.0012149407,0.000069192116,0.000016851423,0.00005828283,0.000008918525,0.0000049822684,0.00017596004],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935967,0.000033365246,0.00018458853,0.00015633822,0.00007250559,0.00019351207],"domain_scores_gemma":[0.99968785,0.00007028847,0.000038588234,0.00016721562,0.000013238641,0.000022810293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078165824,0.00007597526,0.0002459247,0.00019263651,0.000025826097,0.000003249188,0.00007207927,0.00021064536,0.000007793826],"category_scores_gemma":[0.00014222361,0.0000472418,0.000029642795,0.00047410923,0.00053606,0.000014103337,0.00002580613,0.00011540344,1.4784636e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093110684,0.00013560429,0.17369036,0.000007651184,0.000068374495,0.000022382095,0.00006188209,5.582583e-7,0.008503688,0.0017985097,0.00085965905,0.81475824],"study_design_scores_gemma":[0.0043921177,0.0011356514,0.04627889,0.00015201159,0.000041883268,0.00005756242,0.00755613,0.0016612483,0.48313707,0.032324884,0.4230425,0.00022005412],"about_ca_topic_score_codex":0.00007423197,"about_ca_topic_score_gemma":0.000051312058,"teacher_disagreement_score":0.8145382,"about_ca_system_score_codex":0.00013525561,"about_ca_system_score_gemma":0.00012346593,"threshold_uncertainty_score":0.19751354},"labels":[],"label_agreement":null},{"id":"W4408837865","doi":"10.18502/fbt.v12i2.18283","title":"Implementation of the Wobbling Technique with Spatial Resolution Enhancement Approach in the Xtrim-PET Preclinical Scanner: Monte Carlo Simulation and Performance Evaluation","year":2025,"lang":"en","type":"article","venue":"Frontiers in biomedical technologies","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Monte Carlo method; Scanner; Resolution (logic); Image resolution; Medical physics; Computer science; Nuclear medicine; Artificial intelligence; Physics; Medicine; Mathematics; Statistics","score_opus":0.032186712715556356,"score_gpt":0.37234424694410323,"score_spread":0.3401575342285469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408837865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72659814,0.00044961757,0.25838268,0.010685411,0.00007589861,0.0035620492,0.0000042014635,0.00012173879,0.000120278055],"genre_scores_gemma":[0.935724,0.00027811673,0.06259921,0.000084210486,0.000012514489,0.0012751764,0.000013894958,0.0000049069768,0.000007922494],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985067,0.000101098965,0.00045707435,0.00026923086,0.00048657006,0.00017928808],"domain_scores_gemma":[0.9993148,0.0000789555,0.00013708026,0.00037658197,0.00007593777,0.000016679496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015247787,0.00011156363,0.00022621646,0.00031682558,0.00007508662,0.000010587918,0.0002462802,0.00014705713,0.0000023380123],"category_scores_gemma":[0.0002884608,0.00006252501,0.00003010068,0.001020599,0.0006382825,0.000057220834,0.00010791254,0.00041521084,5.9714935e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003511487,0.00066598295,0.28131628,0.00040765502,0.000048995786,0.0000020112216,0.00038743785,0.00036783252,0.0009952014,0.00037749886,0.004061324,0.7110186],"study_design_scores_gemma":[0.003367633,0.000776338,0.15480697,0.0013390792,0.00018138517,0.0000141067985,0.0062855408,0.8165623,0.010851919,0.0020440884,0.00357068,0.00019998144],"about_ca_topic_score_codex":0.0001225303,"about_ca_topic_score_gemma":0.000021050464,"teacher_disagreement_score":0.8161944,"about_ca_system_score_codex":0.00015722282,"about_ca_system_score_gemma":0.00014458265,"threshold_uncertainty_score":0.25496957},"labels":[],"label_agreement":null},{"id":"W4412500100","doi":"10.18502/fbt.v12i3.19190","title":"Prognosis of COVID-19 Using Artificial Intelligence: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Frontiers in biomedical technologies","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Meta-analysis; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Systematic review; Artificial intelligence; Computer science; MEDLINE; Medicine; Virology; Political science; Internal medicine","score_opus":0.17900347413597073,"score_gpt":0.4405809679047318,"score_spread":0.26157749376876105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412500100","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.0530848e-7,0.9547286,0.024917293,0.014303195,0.00012770468,0.005367429,0.00016484516,0.00038758898,0.0000032110638],"genre_scores_gemma":[0.000005388441,0.9721722,0.024592726,0.0015867065,0.000009282734,0.0014928861,0.00007648686,0.000031476022,0.000032853724],"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","domain_scores_codex":[0.994274,0.00047165903,0.0029729786,0.0010583259,0.0007523139,0.0004707166],"domain_scores_gemma":[0.99583006,0.0013085332,0.0012358099,0.001317164,0.0001257485,0.00018268291],"candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0021236097,0.00071892655,0.01683001,0.0053282115,0.000071326096,0.000032301356,0.0008181533,0.0012780258,0.000051163228],"category_scores_gemma":[0.021242766,0.0004743614,0.0026763899,0.010024426,0.001590763,0.000046906338,0.0005933396,0.0008717424,0.0000019834135],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033318668,0.00020902418,0.000007639362,0.89301395,0.06404688,0.000066878834,0.000016905882,4.646724e-7,4.5655472e-8,0.00014982176,0.0028063427,0.039678708],"study_design_scores_gemma":[0.00004258423,0.00007800636,5.946998e-8,0.14506488,0.79411,0.000026219655,0.00027675566,0.000066248664,0.0000031714767,0.0012517683,0.058762338,0.00031799113],"about_ca_topic_score_codex":0.00006314505,"about_ca_topic_score_gemma":0.000005166382,"teacher_disagreement_score":0.74794906,"about_ca_system_score_codex":0.0007495439,"about_ca_system_score_gemma":0.0014704467,"threshold_uncertainty_score":0.9997708},"labels":[],"label_agreement":null}]}