{"meta":{"query_hash":"6076932a3bf8","filters":{"venue":"Biomaterials Research"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/6076932a3bf8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biomaterials+Research"},"results":[{"id":"W2497885527","doi":"10.1186/s40824-016-0073-3","title":"Effect of molecular weight of hyaluronic acid (HA) on viscoelasticity and particle texturing feel of HA dermal biphasic fillers","year":2016,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Materials science; Hyaluronic acid; Composite material; Viscoelasticity; Dermis; Particle (ecology); Elastic modulus; Microsphere; Particle size; Chemical engineering","score_opus":0.03188491989279217,"score_gpt":0.37648268174681976,"score_spread":0.3445977618540276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497885527","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":[0.998624,0.00012721802,0.000051639687,0.0004843351,0.0000598424,0.0003848553,0.00002996044,0.000025897014,0.0002122387],"genre_scores_gemma":[0.99973595,0.00008555047,0.00007234712,0.000013069202,0.000012315066,0.000023701614,0.0000024925835,0.000014408454,0.000040163886],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982374,0.00044012023,0.0003510339,0.00018467092,0.0005286112,0.0002582203],"domain_scores_gemma":[0.9989632,0.00044632764,0.00008781172,0.00023209197,0.00017170986,0.00009889232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015915541,0.000100726385,0.0003905189,0.00023949737,0.00003246986,0.0000075609387,0.000084630075,0.00006727566,0.00020884853],"category_scores_gemma":[0.0008790354,0.00006166978,0.00006392782,0.00019146701,0.00030809036,0.000046046844,0.00008493588,0.000032532305,0.00000819945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012105401,0.00007259538,0.0031713038,0.00032144005,0.000036874437,0.000026140237,0.000028449856,1.1485347e-7,0.9823099,0.00024626544,0.00014363254,0.012432766],"study_design_scores_gemma":[0.0010285233,0.0018204452,0.0056314273,0.0004477237,0.00001234417,0.0000064914057,0.0000055848523,0.00001951424,0.9907494,0.000050993305,0.0001732793,0.000054257922],"about_ca_topic_score_codex":0.000033802662,"about_ca_topic_score_gemma":0.0000010023537,"teacher_disagreement_score":0.012378508,"about_ca_system_score_codex":0.00003693675,"about_ca_system_score_gemma":0.00006929252,"threshold_uncertainty_score":0.25148207},"labels":[],"label_agreement":null},{"id":"W2621441407","doi":"10.1186/s40824-017-0095-5","title":"Natural graft tissues and synthetic biomaterials for periodontal and alveolar bone reconstructive applications: a review","year":2017,"lang":"en","type":"review","venue":"Biomaterials Research","topic":"Periodontal Regeneration and Treatments","field":"Medicine","cited_by":387,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; AAID Foundation; American Academy of Implant Dentistry; Alpha Omega Foundation","keywords":"Periodontal fiber; Biomaterial; Regeneration (biology); Dental alveolus; Barrier membrane; Tissue engineering; Dentistry; Biomedical engineering; Materials science; Medicine; Membrane; Chemistry; Cell biology; Biology","score_opus":0.2857499132284861,"score_gpt":0.5329988367655918,"score_spread":0.2472489235371057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621441407","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":[0.0018433721,0.9875996,0.0000019540066,0.00020555296,0.00027641782,0.008993311,0.00092996616,0.000056742676,0.00009307224],"genre_scores_gemma":[0.00040255598,0.99056226,0.0010471643,0.000023204659,0.00036169056,0.0054438263,0.0010401694,0.00008251126,0.0010366385],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968535,0.00049065426,0.0008540918,0.0008955821,0.00040062162,0.0005055543],"domain_scores_gemma":[0.99804217,0.00020378626,0.00039042602,0.0007702558,0.0003030549,0.00029033693],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015106947,0.0005012877,0.002721697,0.0003929078,0.0006463475,0.00049336295,0.00020816411,0.00035499953,0.00012275086],"category_scores_gemma":[0.0005764128,0.00035265216,0.00025584752,0.00014158706,0.00074387714,0.00014792301,0.00026436368,0.00007401032,0.00008448714],"study_design_candidate":"not_applicable","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":[0.000093822164,0.000080054124,0.0000051948336,0.093173735,0.00043058075,0.000050870738,0.000030116682,3.639541e-11,0.008390891,0.00013578676,0.00041737536,0.8971916],"study_design_scores_gemma":[0.00068911427,0.0002613678,0.000027473554,0.041731592,0.0008663289,0.002013013,0.000015008335,3.6500924e-7,0.0019726218,0.000042534088,0.95207244,0.000308165],"about_ca_topic_score_codex":0.00008589091,"about_ca_topic_score_gemma":0.000014812921,"teacher_disagreement_score":0.95165503,"about_ca_system_score_codex":0.00017433708,"about_ca_system_score_gemma":0.00037984512,"threshold_uncertainty_score":0.99989253},"labels":[],"label_agreement":null},{"id":"W2624444824","doi":"10.1186/s40824-017-0096-4","title":"In vitro ion adsorption and cytocompatibility of dicalcium phosphate ceramics","year":2017,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Adsorption; Ceramic; Materials science; Phosphate; Ion; Chemical engineering; In vitro; Chemistry; Nanotechnology; Composite material; Organic chemistry; Biochemistry","score_opus":0.059361299950773966,"score_gpt":0.3500895826003186,"score_spread":0.29072828264954464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2624444824","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":[0.9984008,0.00014105349,0.00007393136,0.00006659012,0.00064481335,0.0004051504,0.000056708304,0.000079201825,0.00013172445],"genre_scores_gemma":[0.9991605,0.000112494,0.00049041456,9.713319e-7,0.00011892728,0.00004900145,0.0000098266955,0.00003147696,0.000026364727],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986849,0.000114611576,0.00036952618,0.00020601985,0.00026777672,0.0003571809],"domain_scores_gemma":[0.99918544,0.00006184842,0.000049402228,0.00056646735,0.00005955233,0.00007727248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016678822,0.00012699238,0.0003204456,0.00017220085,0.000070331436,0.00017908282,0.0002828037,0.00013055032,0.0000846135],"category_scores_gemma":[0.00020067004,0.00012730136,0.000019916626,0.000075040574,0.00019776588,0.00025591598,0.00018084573,0.00006146006,0.000027992104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009292919,0.00002248765,0.00020969234,0.00039023004,0.000007786265,0.000005784712,0.00011450322,0.00006677817,0.99816555,0.00008921382,0.00006846663,0.0007665707],"study_design_scores_gemma":[0.00036826465,0.000027440134,0.04024747,0.000059164355,0.0000017731129,0.0000023348725,0.000008272049,0.002608862,0.9559585,0.00035011553,0.00025833724,0.000109492816],"about_ca_topic_score_codex":0.00041749474,"about_ca_topic_score_gemma":0.000010149658,"teacher_disagreement_score":0.042207085,"about_ca_system_score_codex":0.00007773422,"about_ca_system_score_gemma":0.00001405445,"threshold_uncertainty_score":0.5191199},"labels":[],"label_agreement":null},{"id":"W2946874774","doi":"10.1186/s40824-019-0160-3","title":"Tissue engineering a tendon-bone junction with biodegradable braided scaffolds","year":2019,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Tendon Structure and Treatment","field":"Medicine","cited_by":37,"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 Manitoba","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Chinese Universities Scientific Fund; National Institutes of Health; North Carolina State University","keywords":"Tendon; Tissue engineering; Materials science; Biomedical engineering; Anatomy; Engineering; Medicine","score_opus":0.032115103535824745,"score_gpt":0.33147459123710515,"score_spread":0.2993594877012804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946874774","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":[0.9965014,0.00031136718,0.000035299014,0.0006355737,0.0003207931,0.00095637003,0.00001425413,0.00015530761,0.001069676],"genre_scores_gemma":[0.9936244,0.000030514868,0.0016623591,0.00002628557,0.00021925982,0.00007926679,0.000066485016,0.00004286429,0.004248561],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99821913,0.00006199034,0.00021219233,0.00036725742,0.00062462734,0.00051480357],"domain_scores_gemma":[0.9991024,0.000059757083,0.000035622772,0.00045222166,0.00017819923,0.00017176158],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00039972842,0.00017348438,0.0003683363,0.00035288892,0.00007407073,0.000087899745,0.00007669261,0.00011138905,0.0009345181],"category_scores_gemma":[0.000029847375,0.00011206204,0.00003840459,0.0004588222,0.000054969954,0.000096113385,0.000059671755,0.000044585027,0.0007970737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062681444,0.000083220075,0.0025721032,0.00019918638,0.00010346118,0.00017313249,0.00005130539,0.000001238303,0.99254894,0.00014875473,0.0008593794,0.0026324617],"study_design_scores_gemma":[0.0022946435,0.0012933005,0.017805617,0.00014649126,0.00003169148,0.00037266206,0.000045715202,0.000020755018,0.9561271,0.000020437687,0.02171265,0.0001289408],"about_ca_topic_score_codex":0.0005306105,"about_ca_topic_score_gemma":0.000009738633,"teacher_disagreement_score":0.036421847,"about_ca_system_score_codex":0.00012687546,"about_ca_system_score_gemma":0.00011524474,"threshold_uncertainty_score":0.9999809},"labels":[],"label_agreement":null},{"id":"W3125039275","doi":"10.1186/s40824-021-00204-y","title":"3D printing PCL/nHA bone scaffolds: exploring the influence of material synthesis techniques","year":2021,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":149,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Porosity; Solvent; Composite material; Scaffold; Polycaprolactone; Thermogravimetric analysis; Chemical engineering; Modulus; Polymer; Biomedical engineering; Chemistry; Organic chemistry","score_opus":0.0625015522725541,"score_gpt":0.3031418085421621,"score_spread":0.240640256269608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125039275","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":[0.9973038,0.00019800982,0.000047356854,0.00007219238,0.00087238377,0.000392346,0.00009169707,0.0006945078,0.0003277504],"genre_scores_gemma":[0.9944754,0.00033616013,0.003939094,0.0000031540674,0.00046780193,0.000595251,0.000010184678,0.00011520598,0.000057706024],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970638,0.00040072415,0.00075999246,0.00035275493,0.00066570187,0.00075701455],"domain_scores_gemma":[0.99827695,0.00038528224,0.00006966953,0.00085858424,0.000311801,0.00009772406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002594192,0.00027271526,0.00053186214,0.0002741734,0.00016049675,0.000330589,0.0005377989,0.00014925125,0.00048404458],"category_scores_gemma":[0.0007205364,0.00023130632,0.0000687836,0.0006120065,0.00019469805,0.00032609486,0.00047817206,0.000074804804,0.00010422437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023114972,0.000021384,0.00002245542,0.0007115996,0.000049166836,0.000050923496,0.00020237867,0.0006034596,0.9946834,0.00014744289,0.00017733884,0.0033073667],"study_design_scores_gemma":[0.0000694006,0.000021797878,0.002668802,0.00045600327,0.00001225972,0.00004122178,0.00007389803,0.00006453105,0.9928646,0.000058633734,0.0034352054,0.00023363299],"about_ca_topic_score_codex":0.00012380813,"about_ca_topic_score_gemma":0.000004701401,"teacher_disagreement_score":0.0038917372,"about_ca_system_score_codex":0.00010823425,"about_ca_system_score_gemma":0.00006450198,"threshold_uncertainty_score":0.94323975},"labels":[],"label_agreement":null},{"id":"W4210380903","doi":"10.1186/s40824-022-00252-y","title":"Shape-controlled synthesis of zinc nanostructures mediating macromolecules for biomedical applications","year":2022,"lang":"en","type":"review","venue":"Biomaterials Research","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver Island University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Zinc; Nanostructure; Nanotechnology; Nanomaterials; Materials science; Macromolecule; Nanoparticle; Drug delivery; Chemistry; Biochemistry","score_opus":0.12679052384007225,"score_gpt":0.42522416954817244,"score_spread":0.29843364570810016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210380903","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":[0.0019271547,0.98113716,0.00016430437,0.000116095645,0.00038997864,0.0088195875,0.007140159,0.00013903904,0.00016650028],"genre_scores_gemma":[0.0018345879,0.9376918,0.005284446,0.0000066979246,0.0006378486,0.053963535,0.00039422576,0.00013892457,0.00004794911],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936277,0.0015714925,0.0018247005,0.0009091979,0.0012158795,0.00085098116],"domain_scores_gemma":[0.99047536,0.007253511,0.0008396536,0.0009805153,0.00022491337,0.00022603803],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0056528305,0.00041640276,0.0025013138,0.00062938535,0.00078449666,0.00024491848,0.0016912016,0.00034017072,0.0036979541],"category_scores_gemma":[0.0023373372,0.00031055626,0.0005877093,0.0009193345,0.00062693574,0.00006384651,0.0006351561,0.00011164215,0.0001620373],"study_design_candidate":"bench_or_experimental","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":[0.000058466423,0.00017255929,9.5847646e-8,0.006897588,0.00007665484,0.0000017625988,0.000021410213,7.537356e-8,0.62722677,0.0017490097,0.0004017296,0.36339387],"study_design_scores_gemma":[0.000367147,0.00007079739,3.4255825e-7,0.0007779684,0.00028923177,0.000011316674,0.000065259606,0.000009003316,0.2301184,0.00051254436,0.76749915,0.0002788624],"about_ca_topic_score_codex":0.00005369871,"about_ca_topic_score_gemma":0.0000019308752,"teacher_disagreement_score":0.7670974,"about_ca_system_score_codex":0.0001661307,"about_ca_system_score_gemma":0.0007065994,"threshold_uncertainty_score":0.9999347},"labels":[],"label_agreement":null},{"id":"W4308637295","doi":"10.1186/s40824-022-00306-1","title":"Aligned nanofibrous collagen membranes from fish swim bladder as a tough and acid-resistant suture for pH-regulated stomach perforation and tendon rupture","year":2022,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":13,"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 Manitoba","funders":"","keywords":"Fibrous joint; Stomach; Tendon; Surgery; Biomedical engineering; Anatomy; Materials science; Medicine; Internal medicine","score_opus":0.04184647172572325,"score_gpt":0.34201744870679757,"score_spread":0.3001709769810743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308637295","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":[0.9899053,0.0028716424,0.0000011659492,0.004472064,0.00021373085,0.0015590691,0.00078887196,0.00007131053,0.00011687544],"genre_scores_gemma":[0.9965164,0.00025627096,0.00021621861,0.00030361008,0.0004901925,0.00032870114,0.0007435934,0.00004517262,0.0010998528],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9974368,0.0004559474,0.00032043504,0.0005707043,0.0007289859,0.00048708296],"domain_scores_gemma":[0.9988626,0.00033287058,0.00007434429,0.0002787166,0.0002211283,0.00023031715],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00083643897,0.00021799214,0.00046340306,0.00016810006,0.00075873494,0.00023793442,0.00013487264,0.00019505736,0.0014270807],"category_scores_gemma":[0.00024843976,0.00016483651,0.00007893749,0.00032626232,0.00017458084,0.0000931443,0.00025741954,0.000045603087,0.000004439177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005965839,0.000115191026,0.00012946587,0.0002423575,0.00015945891,0.0001233699,0.00071283214,5.1751215e-7,0.98586774,0.00007695419,0.0056903944,0.0009158843],"study_design_scores_gemma":[0.003463133,0.001672147,0.011106051,0.00007240157,0.00009152987,0.00010919313,0.0020958136,0.000112993504,0.9141803,0.00046923477,0.06637898,0.000248249],"about_ca_topic_score_codex":0.00075532135,"about_ca_topic_score_gemma":0.00006121506,"teacher_disagreement_score":0.07168747,"about_ca_system_score_codex":0.000082436294,"about_ca_system_score_gemma":0.00013697172,"threshold_uncertainty_score":0.99948573},"labels":[],"label_agreement":null},{"id":"W4311361832","doi":"10.1186/s40824-022-00327-w","title":"Biomimetic hydrogel blanket for conserving and recovering intrinsic cell properties","year":2022,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":2,"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 Laval","funders":"KU-KIST Graduate School of Converging Science and Technology; Korea Health Industry Development Institute; Korea Institute of Science and Technology","keywords":"Oxygen permeability; Biophysics; Glycosaminoglycan; Tissue engineering; Cell culture; Oxygen; Cell biology; Chemistry; Materials science; Blanket; Biomedical engineering; Biology; Composite material; Biochemistry","score_opus":0.09232737527013397,"score_gpt":0.3131700945609117,"score_spread":0.22084271929077776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311361832","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":[0.9963305,0.0011330312,0.00007192349,0.0002267604,0.0004810719,0.00086458126,0.00008297015,0.0002430063,0.00056617265],"genre_scores_gemma":[0.9976981,0.0001829823,0.00085928146,0.000015675529,0.00014654381,0.0007217983,0.000017849841,0.00007081145,0.00028693158],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99747914,0.0002650087,0.000336654,0.00035484496,0.0007256958,0.0008386269],"domain_scores_gemma":[0.9988727,0.00047874232,0.00002391644,0.0003363625,0.000102133105,0.00018615724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038615265,0.00015619864,0.00024768081,0.0005032015,0.0005359969,0.00022797273,0.00049348734,0.0000783992,0.00041186402],"category_scores_gemma":[0.00047348748,0.00014980037,0.000040367475,0.00050140114,0.00025271752,0.00007916669,0.0010549066,0.00016866084,0.00004868442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009275303,0.000030835407,0.0001202673,0.0008859931,0.000026414422,0.000011760277,0.00020505322,0.00003951657,0.9911903,0.000050016293,0.0024917575,0.004855344],"study_design_scores_gemma":[0.00073326414,0.00027011547,0.00030450933,0.00006032743,0.000005702406,0.000026181662,0.00030860104,0.01038865,0.9524277,0.0005933447,0.03461385,0.0002677476],"about_ca_topic_score_codex":0.0001288816,"about_ca_topic_score_gemma":0.0000034681584,"teacher_disagreement_score":0.038762584,"about_ca_system_score_codex":0.00021793546,"about_ca_system_score_gemma":0.00009792382,"threshold_uncertainty_score":0.61086816},"labels":[],"label_agreement":null},{"id":"W4384281932","doi":"10.1186/s40824-023-00406-6","title":"Open source board based acoustofluidic transwells for reversible disruption of the blood–brain barrier for therapeutic delivery","year":2023,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Agriculture","funders":"Institute of Hydrobiology; Engineering and Physical Sciences Research Council; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Blood–brain barrier; Open source; Chemistry; Neuroscience; Computer science; Biomedical engineering; Medicine; Biology; Central nervous system; Operating system","score_opus":0.09516782132470145,"score_gpt":0.3427301456093947,"score_spread":0.24756232428469324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384281932","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":[0.9873588,0.00047831517,0.007184848,0.0016065225,0.00034531375,0.0021644342,0.00042281294,0.00041038718,0.000028540031],"genre_scores_gemma":[0.9974039,0.00028908116,0.0007565714,0.000043790147,0.00006943893,0.00022479215,0.000045310997,0.00005995173,0.0011071323],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986291,0.00012944295,0.00027266235,0.00024025288,0.00024620563,0.00048236587],"domain_scores_gemma":[0.99890876,0.0004368609,0.00003146847,0.00044949315,0.00013488418,0.000038552407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019172749,0.00013699413,0.00023942212,0.00022141692,0.00023978972,0.000120691955,0.0008351562,0.0002006987,0.000042688505],"category_scores_gemma":[0.00015075535,0.00009906398,0.000118004034,0.00053059607,0.00020679727,0.00007691867,0.00019393524,0.000048252004,0.000016123468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010383698,0.000020640402,0.000021361968,0.00034253963,0.000046620327,5.259987e-7,0.000080925376,0.000035071815,0.9360611,0.000050097817,0.05943104,0.0038062285],"study_design_scores_gemma":[0.0007631575,0.00013057985,0.00013982705,0.00009439517,0.000026009719,9.571559e-7,0.00019097162,0.002062999,0.9526172,0.00038187875,0.04347066,0.00012130892],"about_ca_topic_score_codex":0.00006417812,"about_ca_topic_score_gemma":0.000004892864,"teacher_disagreement_score":0.016556147,"about_ca_system_score_codex":0.000047945465,"about_ca_system_score_gemma":0.000076552475,"threshold_uncertainty_score":0.4039712},"labels":[],"label_agreement":null},{"id":"W4413114863","doi":"10.34133/bmr.0251","title":"Facile Synthesis of Designer Shape-Defined Mesoporous Metal Nanoenzymes as Therapeutics for Diseases Involving Excessive Oxidative Stress","year":2025,"lang":"en","type":"article","venue":"Biomaterials Research","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Oxidative stress; Mesoporous material; Materials science; Nanotechnology; Metal; Chemistry; Organic chemistry; Metallurgy; Biochemistry; Catalysis","score_opus":0.07357832852947215,"score_gpt":0.3951291156527614,"score_spread":0.3215507871232892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413114863","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":[0.9898508,0.0023166595,0.0008628569,0.00021463205,0.00086311536,0.0015457737,0.0040086713,0.00017206409,0.00016540084],"genre_scores_gemma":[0.99229556,0.0002566306,0.005162059,0.000042703145,0.00015119629,0.0014287826,0.00012925452,0.00006725408,0.00046657695],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9947155,0.0012695787,0.0010734276,0.0009566584,0.0009822178,0.0010026228],"domain_scores_gemma":[0.99366724,0.0036889792,0.00045050957,0.0009463193,0.0010978634,0.00014908572],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00231024,0.00042920432,0.0010860746,0.0007195002,0.0005794515,0.0003658665,0.0012753868,0.0002494976,0.0012885927],"category_scores_gemma":[0.0033157906,0.0003537359,0.00021593535,0.0008615348,0.0009768308,0.0005194103,0.0007019461,0.00005195152,0.000107456726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097151153,0.00028544164,0.000131474,0.00066382124,0.00021870404,0.000011927578,0.00027734844,0.0000130904045,0.9932275,0.002096305,0.00032966124,0.001773211],"study_design_scores_gemma":[0.0005595921,0.00020292788,0.0002237171,0.00031189786,0.00020129733,0.000002324496,0.0009117482,0.000059914855,0.99068457,0.0059880624,0.000523641,0.00033033732],"about_ca_topic_score_codex":0.00024383682,"about_ca_topic_score_gemma":0.000017448143,"teacher_disagreement_score":0.004299202,"about_ca_system_score_codex":0.00022220197,"about_ca_system_score_gemma":0.0005457086,"threshold_uncertainty_score":0.99989146},"labels":[],"label_agreement":null}]}