{"meta":{"query_hash":"0b8b15832e43","filters":{"venue":"Biomedical materials for multi-functional applications"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/0b8b15832e43","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biomedical+materials+for+multi-functional+applications"},"results":[{"id":"W4388646077","doi":"10.1007/978-981-99-6286-0_12","title":"3D Finite Element Modelling of Ti–6Al–4V Using Powder Mixed EDM for Bio-Medical Applications","year":2023,"lang":"en","type":"book-chapter","venue":"Biomedical materials for multi-functional applications","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Materials science; Electrical discharge machining; Machining; Finite element method; Residual stress; Composite material; Mechanical engineering; Modulus; Die (integrated circuit); Metallurgy; Nanotechnology; Structural engineering","score_opus":0.07499296819214797,"score_gpt":0.29643504151676386,"score_spread":0.2214420733246159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388646077","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000863799,0.00013942356,0.9885074,0.00010330712,0.00059444323,0.00304946,0.0061793486,0.0009009956,0.0005170044],"genre_scores_gemma":[0.002660275,0.0012212994,0.9237879,0.00018088856,0.0030652543,0.02277013,0.024667323,0.0007534733,0.020893438],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971682,0.00001101976,0.0012255241,0.0005776902,0.0006427333,0.0003748246],"domain_scores_gemma":[0.9980457,0.00046123413,0.00034784412,0.00043438846,0.00046488765,0.00024595828],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004962274,0.00045744458,0.000627973,0.0004056085,0.00027522215,0.000034585053,0.00032924282,0.00072910683,0.0003767042],"category_scores_gemma":[0.0000819475,0.00047451808,0.00023399263,0.00014609407,0.00025106405,0.00006666088,0.000092724214,0.00020353842,0.00005105492],"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":[0.00026494783,0.00077358284,0.000002687566,0.005218617,0.0014520459,0.0000016912318,0.000089473164,0.45444167,0.021693077,0.46041885,0.0161991,0.039444283],"study_design_scores_gemma":[0.0009323654,0.00006647024,0.0000012262939,0.00024647365,0.0002311208,0.0000043691184,0.0000106448215,0.5433169,0.003077711,0.018205658,0.43329933,0.0006077442],"about_ca_topic_score_codex":0.000008151896,"about_ca_topic_score_gemma":0.000003090073,"teacher_disagreement_score":0.44221318,"about_ca_system_score_codex":0.00019294054,"about_ca_system_score_gemma":0.0001918752,"threshold_uncertainty_score":0.99977064},"labels":[],"label_agreement":null},{"id":"W4388646088","doi":"10.1007/978-981-99-6286-0","title":"Advanced Materials for Biomedical Applications","year":2023,"lang":"en","type":"book","venue":"Biomedical materials for multi-functional applications","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science","score_opus":0.03460566992160764,"score_gpt":0.3110521776300043,"score_spread":0.2764465077083967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388646088","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008281651,0.00031063016,0.9002993,0.0028064605,0.003978413,0.019484228,0.0699441,0.0021030547,0.0009910145],"genre_scores_gemma":[0.0002428251,0.00035575446,0.25151616,0.0011849512,0.013419823,0.2920604,0.10063857,0.000990399,0.33959112],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.98977375,0.00011419084,0.002997671,0.0028331515,0.002532696,0.0017485669],"domain_scores_gemma":[0.9916499,0.0020535153,0.001493378,0.0017880521,0.001955468,0.0010596876],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002885295,0.0013101549,0.0018437032,0.000825403,0.0015126093,0.00035959878,0.0019987149,0.002133728,0.0029626314],"category_scores_gemma":[0.0005192754,0.0012488057,0.0005994863,0.00089354854,0.00219782,0.00022089065,0.00052926724,0.00039252295,0.005253372],"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":[0.00020964204,0.00073927443,1.2576068e-7,0.0010066736,0.00014732493,9.214359e-7,0.000015153166,8.5450165e-7,0.6929796,0.0694734,0.23218213,0.00324494],"study_design_scores_gemma":[0.0024849942,0.00031191658,0.000014671982,0.00018580312,0.00040293817,0.00002331589,0.000015286583,0.000032475495,0.08876693,0.05716255,0.8494429,0.00115621],"about_ca_topic_score_codex":0.000018499792,"about_ca_topic_score_gemma":0.000013587788,"teacher_disagreement_score":0.64878315,"about_ca_system_score_codex":0.0017302313,"about_ca_system_score_gemma":0.0026389665,"threshold_uncertainty_score":0.999965},"labels":[],"label_agreement":null}]}