{"meta":{"query_hash":"2101f59c4cab","filters":{"venue":"Progress in Biomaterials"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/2101f59c4cab","api":"https://metacan.xera.ac/api/v1/cohort?venue=Progress+in+Biomaterials"},"results":[{"id":"W2519528100","doi":"10.1007/s40204-016-0054-6","title":"Recent progress on magnetic nanoparticles for magnetic hyperthermia","year":2016,"lang":"en","type":"review","venue":"Progress in Biomaterials","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":164,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Universitaire Stichting","keywords":"Nanotechnology; Magnetic nanoparticles; Nanomaterials; Biocompatible material; Superparamagnetism; Materials science; Cancer therapy; Nanoparticle; Magnetic hyperthermia; Hyperthermia; Hyperthermia therapy; Cancer; Magnetic field; Biomedical engineering; Medicine; Magnetization; Physics","score_opus":0.04604732869061958,"score_gpt":0.3308143577429126,"score_spread":0.28476702905229306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2519528100","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":[0.04410809,0.94647366,4.7119144e-7,0.0002664031,0.0031399054,0.005059083,0.00059346907,0.00033107307,0.000027853433],"genre_scores_gemma":[0.00091819663,0.9889513,0.001395316,0.000056085333,0.00050744653,0.0076883473,0.0000647659,0.00024045477,0.00017806236],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936633,0.0009318189,0.0019302797,0.0014214651,0.000610997,0.0014421291],"domain_scores_gemma":[0.9971252,0.0005091885,0.00077367335,0.00117521,0.00016511278,0.00025161504],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016670384,0.0009806355,0.0023981598,0.00043230224,0.00014421824,0.000487056,0.0011487631,0.0005243067,0.0015327496],"category_scores_gemma":[0.00018588547,0.000660313,0.00031708385,0.00046122322,0.000694495,0.0001962625,0.00029965502,0.00007027005,0.002650051],"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":[0.00024237984,0.00046083058,0.0000143955285,0.00684174,0.000016625625,0.00006641121,0.000030797833,6.020082e-8,0.026733648,0.00014119755,0.00044798985,0.9650039],"study_design_scores_gemma":[0.0011936206,0.0010531266,0.00000882412,0.01633399,0.00024153446,0.000038191007,0.0000040481154,0.0000021953838,0.14072858,0.0001803725,0.83927613,0.00093936827],"about_ca_topic_score_codex":0.0000019845127,"about_ca_topic_score_gemma":0.000002637137,"teacher_disagreement_score":0.96406454,"about_ca_system_score_codex":0.00032379478,"about_ca_system_score_gemma":0.00031326935,"threshold_uncertainty_score":0.9995848},"labels":[],"label_agreement":null},{"id":"W2616845280","doi":"10.1007/s40204-017-0065-y","title":"Compositional design and Taguchi optimization of hardness properties in silicone-based ocular lenses","year":2017,"lang":"en","type":"article","venue":"Progress in Biomaterials","topic":"Silicone and Siloxane Chemistry","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Materials science; Acrylate; Shore durometer; Methacrylate; Biocompatibility; Fourier transform infrared spectroscopy; (Hydroxyethyl)methacrylate; Silsesquioxane; Silicone; Taguchi methods; Triethylene glycol; UV curing; Methyl methacrylate; Polymerization; Polymer chemistry; Chemical engineering; Copolymer; Polymer; Composite material; Curing (chemistry)","score_opus":0.04536496350151778,"score_gpt":0.28282165124193176,"score_spread":0.23745668774041398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616845280","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":[0.9985202,0.00058851816,0.00014066206,0.0001364764,0.0001953449,0.00034968814,0.00002527905,0.000028693192,0.00001515957],"genre_scores_gemma":[0.99221635,0.000015748317,0.0075723208,0.000017062188,0.000024550203,0.000121567726,0.000015124659,0.000012673039,0.0000046333953],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988055,0.00013306731,0.00040270647,0.00028215657,0.00017492991,0.00020159116],"domain_scores_gemma":[0.9992936,0.000031450854,0.0002587922,0.00031413304,0.00006577544,0.00003621871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000595629,0.00014621457,0.00032829866,0.0000801962,0.00011510629,0.00022472393,0.00026984772,0.00010341377,0.00009630667],"category_scores_gemma":[0.00008685939,0.00012553207,0.000021334336,0.000038898044,0.0005395654,0.00026339313,0.00008913797,0.000018694725,0.0000027703932],"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":[0.00023734648,0.00014407797,0.034815907,0.0002716528,0.0000035602075,0.00001461701,0.00009070602,0.0005683115,0.9636622,0.000021423615,0.000004918291,0.00016528144],"study_design_scores_gemma":[0.0008738612,0.000046781268,0.015982408,0.00030805997,0.000006796616,0.0000063573066,0.000019623816,0.0009970517,0.98154545,0.00006137669,0.0000022686474,0.00014998017],"about_ca_topic_score_codex":0.000052950778,"about_ca_topic_score_gemma":0.0000022813626,"teacher_disagreement_score":0.018833501,"about_ca_system_score_codex":0.00002253656,"about_ca_system_score_gemma":0.000060582897,"threshold_uncertainty_score":0.5119049},"labels":[],"label_agreement":null},{"id":"W2766265112","doi":"10.1007/s40204-017-0074-x","title":"Cure kinetic study of methacrylate-POSS copolymers for ocular lens","year":2017,"lang":"en","type":"article","venue":"Progress in Biomaterials","topic":"Silicone and Siloxane Chemistry","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Iran Polymer and Petrochemical Institute; York University","keywords":"Materials science; Methacrylate; Polymer chemistry; Polymerization; Differential scanning calorimetry; Copolymer; Acrylate; Radical polymerization; Bulk polymerization; Curing (chemistry); Photopolymer; Polymer; Chemical engineering; Composite material; Thermodynamics","score_opus":0.04435323971178159,"score_gpt":0.34870510599814175,"score_spread":0.3043518662863602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766265112","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":[0.9973097,0.000639882,0.0000020964956,0.00008817173,0.00084137736,0.00090970076,0.000085437896,0.000049442122,0.00007422357],"genre_scores_gemma":[0.9989148,0.000015034804,0.0005672325,0.000010922403,0.00011421245,0.00031452006,0.000008080497,0.000026921556,0.000028311128],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982543,0.000086421656,0.0005831631,0.00044328428,0.0002443037,0.00038854938],"domain_scores_gemma":[0.99840385,0.00005575845,0.00049480546,0.00089886703,0.000090664966,0.00005608191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007959412,0.00021542406,0.00055457745,0.00006590671,0.00018849826,0.0002122863,0.00077161303,0.00013908045,0.00020504814],"category_scores_gemma":[0.00013281849,0.0001851107,0.00006687722,0.000051002444,0.0003501155,0.0002129203,0.00020561449,0.000023218205,0.000013792542],"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":[0.00016418949,0.00039822914,0.03771294,0.00024927946,0.00002259923,0.000017938131,0.0005847386,8.4958685e-7,0.9602287,0.000032014086,0.000055623223,0.0005329286],"study_design_scores_gemma":[0.001721164,0.00025774498,0.009753602,0.000076286815,0.000040898754,0.000004648619,0.00034908717,0.0000059696413,0.9873441,0.00011044075,0.00012690193,0.00020918422],"about_ca_topic_score_codex":0.00016617218,"about_ca_topic_score_gemma":0.000017615941,"teacher_disagreement_score":0.02795934,"about_ca_system_score_codex":0.000021615531,"about_ca_system_score_gemma":0.00003288349,"threshold_uncertainty_score":0.7548595},"labels":[],"label_agreement":null},{"id":"W2791696513","doi":"10.1007/s40204-018-0081-6","title":"Correction to: Cure kinetic study of methacrylate-POSS copolymers for ocular Lens","year":2018,"lang":"en","type":"erratum","venue":"Progress in Biomaterials","topic":"Ocular Surface and Contact Lens","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":"York University","funders":"","keywords":"Mistake; Spelling; Methacrylate; Copolymer; Materials science; Lens (geology); Computer science; Polymer science; Polymer chemistry; Polymer; Optics; Composite material; Physics; Philosophy; Linguistics; Law","score_opus":0.025132606196978307,"score_gpt":0.33528127042721856,"score_spread":0.31014866423024023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791696513","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":[0.91459787,0.00499153,0.000020041178,0.00019149539,0.07343679,0.005975629,0.00016699724,0.00011584445,0.0005038321],"genre_scores_gemma":[0.97799164,0.00037738515,0.0011086251,0.00015745463,0.0026989146,0.001368187,0.00069959636,0.0002613625,0.015336819],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99709773,0.0002053519,0.0009523246,0.0007115573,0.0005059769,0.0005270394],"domain_scores_gemma":[0.998226,0.00005816451,0.00048754117,0.0007463526,0.00035905396,0.00012288324],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065830303,0.00049438543,0.0015129012,0.00047699746,0.00006190688,0.000057371228,0.00026427148,0.0005812435,0.00015418562],"category_scores_gemma":[0.000169132,0.00043087057,0.0002087397,0.00039346595,0.00012500168,0.00006816221,0.00012313836,0.0001440651,0.00003226318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008526032,0.007958445,0.115395665,0.009454294,0.0038880273,0.00046658245,0.008834067,0.000003528392,0.080847576,0.000029011038,0.74026334,0.024333436],"study_design_scores_gemma":[0.013857612,0.02956348,0.037304092,0.011067192,0.0039192517,0.000051553747,0.0031272145,0.00019307986,0.38465747,0.000049811606,0.5138668,0.002342427],"about_ca_topic_score_codex":0.00030856475,"about_ca_topic_score_gemma":0.00019697961,"teacher_disagreement_score":0.3038099,"about_ca_system_score_codex":0.00011963976,"about_ca_system_score_gemma":0.00018721583,"threshold_uncertainty_score":0.99981433},"labels":[],"label_agreement":null},{"id":"W2792573180","doi":"10.1007/s40204-018-0080-7","title":"Correction to: Compositional design and Taguchi optimization of hardness properties in silicone-based ocular lenses","year":2018,"lang":"en","type":"erratum","venue":"Progress in Biomaterials","topic":"Corneal surgery and disorders","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":"York University","funders":"","keywords":"Taguchi methods; Silicone; Materials science; Composite material; Computer science","score_opus":0.03276524148258402,"score_gpt":0.28288121079335826,"score_spread":0.25011596931077423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792573180","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":[0.9614424,0.0055060405,0.001551028,0.00049597496,0.027162021,0.003402566,0.00008596277,0.000119697186,0.00023428953],"genre_scores_gemma":[0.99288696,0.00020682583,0.004198521,0.00016242456,0.00032484363,0.0005383796,0.0008879762,0.00006272367,0.00073132815],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99830925,0.0002548324,0.0005841231,0.00037286288,0.00025815223,0.00022078808],"domain_scores_gemma":[0.99930316,0.0000549523,0.0002255741,0.00017954723,0.00017015799,0.00006661367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049602333,0.00025353394,0.0006857713,0.00048313267,0.0000414105,0.00005069087,0.000070295784,0.00029032154,0.000109250206],"category_scores_gemma":[0.00017561398,0.00022135329,0.000050397022,0.00027496053,0.00025929802,0.0000768076,0.000043859753,0.000068515306,0.0000029823939],"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":[0.047006793,0.00793661,0.20790735,0.020834895,0.00059495,0.0004191341,0.002457446,0.009250812,0.22521606,0.000037737635,0.43760043,0.040737793],"study_design_scores_gemma":[0.008136765,0.0042227316,0.12845454,0.035149507,0.00043566476,0.0001382382,0.00021429059,0.0384557,0.7744217,0.00010107254,0.008244494,0.0020252955],"about_ca_topic_score_codex":0.0000952189,"about_ca_topic_score_gemma":0.000016516002,"teacher_disagreement_score":0.54920566,"about_ca_system_score_codex":0.0000711278,"about_ca_system_score_gemma":0.00025351535,"threshold_uncertainty_score":0.9026525},"labels":[],"label_agreement":null},{"id":"W2803136671","doi":"10.1007/s40204-018-0091-4","title":"Updates on the research and development of absorbable metals for biomedical applications","year":2018,"lang":"en","type":"review","venue":"Progress in Biomaterials","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":253,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Zinc; Materials science; Metallurgy","score_opus":0.24609480515176715,"score_gpt":0.4377559018788518,"score_spread":0.19166109672708467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803136671","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":[0.0018991852,0.9914307,0.00006755895,0.0002244082,0.00017911769,0.005660738,0.00037736088,0.000044399323,0.000116552306],"genre_scores_gemma":[0.0011308145,0.9258169,0.023749618,0.000020014308,0.00043364675,0.048242006,0.00031501666,0.000090226305,0.00020175394],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972408,0.00026607522,0.0010884991,0.00058263086,0.00037801018,0.0004440284],"domain_scores_gemma":[0.99819016,0.00054388907,0.00039449567,0.0006051922,0.00019281085,0.00007343345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041834917,0.00026812276,0.0009288749,0.0002412911,0.00035046684,0.00019694064,0.0008453386,0.00022703095,0.00037128048],"category_scores_gemma":[0.000084183455,0.0001457908,0.00006318712,0.00038361456,0.0011761523,0.000044921293,0.0003837266,0.00005186639,0.00018356633],"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":[0.0000916994,0.0012145351,0.000004618111,0.052922115,0.00013407235,0.0000011601694,0.00048684803,1.67611e-8,0.018274562,0.03474308,0.004522908,0.88760436],"study_design_scores_gemma":[0.00009033227,0.000096631346,0.0000014717322,0.0016295174,0.00003542099,0.0000027019855,0.000035786634,7.8457765e-7,0.028969556,0.0007121603,0.9682571,0.00016847841],"about_ca_topic_score_codex":0.0000074090426,"about_ca_topic_score_gemma":0.0000032775397,"teacher_disagreement_score":0.96373427,"about_ca_system_score_codex":0.000050189843,"about_ca_system_score_gemma":0.0002584648,"threshold_uncertainty_score":0.5945176},"labels":[],"label_agreement":null}]}