{"meta":{"query_hash":"5d5c35c45d8a","filters":{"venue":"Springer Proceedings in Materials"},"cohort_total":17,"direct_labels_cover":0,"predictions_cover":17,"exported":17,"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/5d5c35c45d8a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+Proceedings+in+Materials"},"results":[{"id":"W3187954206","doi":"10.1007/978-981-16-2982-2_18","title":"Expanding the Application Space of Ion Microscopy","year":2021,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fibics (Canada)","funders":"","keywords":"Space (punctuation); Ion; Microscopy; Materials science; Computer science; Physics; Optics","score_opus":0.0085635315174868,"score_gpt":0.23894184428083487,"score_spread":0.23037831276334808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3187954206","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028216732,0.22146967,0.19230849,0.008035251,0.0042603877,0.00006717466,0.00017458096,0.001724696,0.56913817],"genre_scores_gemma":[0.048420463,0.2674384,0.18189289,0.005526706,0.004601611,0.00015838612,0.00024350797,0.0015278435,0.49019018],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996055,0.00008459189,0.000011355733,0.000050934912,0.00021808768,0.00002965244],"domain_scores_gemma":[0.9993166,0.0004476567,0.000015837228,0.0000655804,0.00011420216,0.000040138766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00086848193,0.0008131066,0.0007780704,0.0017576063,0.00061545806,0.003137725,0.0013696476,0.0016956385,0.02528368],"category_scores_gemma":[0.0009346264,0.0005707836,0.00050065666,0.0011625533,0.0016358832,0.005286522,0.0028979008,0.0025393048,0.009622798],"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":[0.000053377647,0.00005112875,0.00017277534,0.001126178,0.00001688899,0.00017876553,0.00030757047,0.0016198694,0.018981569,0.40517,0.094622694,0.47769913],"study_design_scores_gemma":[0.000005162356,0.000024233825,0.0001466429,0.0002514802,0.0000064695273,0.00049138826,0.000106366286,0.003208425,0.0036280367,0.10443164,0.8876819,0.000018313596],"about_ca_topic_score_codex":0.00051067007,"about_ca_topic_score_gemma":0.0010652291,"teacher_disagreement_score":0.02528368,"about_ca_system_score_codex":0.0007945589,"about_ca_system_score_gemma":0.00053627027,"threshold_uncertainty_score":0.08458227},"labels":[],"label_agreement":null},{"id":"W4285131850","doi":"10.1007/978-3-031-03795-5_5","title":"Infrared, Terahertz and Air-Coupled Ultrasonic Non-invasive Inspection for Artworks: A Comparative Study on an Old Hand-Bound Book of the XIXth Century","year":2022,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Ultrasonic sensor; Terahertz radiation; Infrared; Art; Visual arts; Acoustics; Optics; Physics","score_opus":0.012980351318483945,"score_gpt":0.23055565935217362,"score_spread":0.21757530803368968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285131850","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112024285,0.50210124,0.07487244,0.0013396592,0.0014251776,0.00015252916,0.00016865799,0.00033556944,0.30758044],"genre_scores_gemma":[0.23509866,0.22003582,0.03387495,0.0008217179,0.00070673286,0.0001099718,0.00021473708,0.00053125835,0.50860614],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99941003,0.0000758538,0.000016748356,0.00006337543,0.000405439,0.000028459934],"domain_scores_gemma":[0.99885094,0.00087550253,0.00004324622,0.000043459553,0.0001649832,0.000021802709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007151292,0.00044845277,0.00047937903,0.0017822591,0.00052246405,0.0026848465,0.00074042164,0.0008681443,0.0070392657],"category_scores_gemma":[0.0013234976,0.00033302212,0.00035836335,0.0020525546,0.0014714656,0.0017423758,0.00060468056,0.00056224025,0.0016466139],"study_design_candidate":"observational","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":[0.00034359223,0.00022798509,0.0025824206,0.0025126373,0.000037248898,0.0006273331,0.0055439095,0.0013117266,0.067398,0.026919553,0.015253038,0.8772426],"study_design_scores_gemma":[0.0000258698,0.0011624105,0.07258979,0.0026570363,0.00022080615,0.010365913,0.011712002,0.008421855,0.078544095,0.018728534,0.79536945,0.0002022754],"about_ca_topic_score_codex":0.0010100203,"about_ca_topic_score_gemma":0.0035699392,"teacher_disagreement_score":0.0070392657,"about_ca_system_score_codex":0.0005421048,"about_ca_system_score_gemma":0.0005160772,"threshold_uncertainty_score":0.023548722},"labels":[],"label_agreement":null},{"id":"W4381855209","doi":"10.1007/978-981-99-1968-0_1","title":"Antibacterial Activity of Polyamide and High-Density Polyethylene Nets Grafted with Polyethylene Glycol","year":2023,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Polyethylene glycol; Antibacterial activity; Adhesion; Biofouling; High-density polyethylene; Vibrio harveyi; Chemistry; PEG ratio; Polyethylene; Vibrio vulnificus; Bacteria; Nuclear chemistry; Food science; Organic chemistry; Vibrio; Biology; Biochemistry","score_opus":0.008392621496321173,"score_gpt":0.18994201724880636,"score_spread":0.1815493957524852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381855209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9790431,0.009564802,0.0010896134,0.000039708095,0.00007819647,0.000018723695,0.00008224954,0.00002635463,0.010057264],"genre_scores_gemma":[0.9810832,0.004290013,0.0011149052,0.00003589109,0.00003722347,0.000013987867,0.00020348471,0.0000128404445,0.013208457],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999207,0.000011522738,0.0000039977904,0.000011332944,0.000024738394,0.000027516362],"domain_scores_gemma":[0.99993265,0.000028512206,0.000012061413,0.0000044114377,0.000009609064,0.000012783349],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014390032,0.00040718945,0.0001617471,0.0002013072,0.00008737284,0.0002101392,0.00023986907,0.0002232456,0.0009252526],"category_scores_gemma":[0.00008756602,0.000111752146,0.00023894985,0.00012620483,0.00014701384,0.00018959571,0.000151134,0.00023558036,0.00025871658],"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":[0.00027101158,0.000053367326,0.00011683373,0.00008840926,0.000005866128,0.000043044518,0.000016187138,0.00027174375,0.9921427,0.00015324118,0.000050781946,0.006786853],"study_design_scores_gemma":[0.0000074318627,0.0014569369,0.0017314553,0.00001542637,0.000014738037,0.00008548888,0.00001377768,0.0005475892,0.99434966,0.000042775737,0.0017297381,0.000004990554],"about_ca_topic_score_codex":0.00032641992,"about_ca_topic_score_gemma":0.0003231449,"teacher_disagreement_score":0.0009252526,"about_ca_system_score_codex":0.0001399097,"about_ca_system_score_gemma":0.00010227507,"threshold_uncertainty_score":0.0030952692},"labels":[],"label_agreement":null},{"id":"W4388131219","doi":"10.1007/978-3-031-42239-3_2","title":"Multispectral Non-invasive Inspection of Marqueteries Coupled with Finite Element Analyses","year":2023,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Multispectral image; Finite element method; Sample (material); Computer science; Artificial intelligence; Computer vision; Engineering; Structural engineering; Physics","score_opus":0.021206887690905295,"score_gpt":0.2411647579231774,"score_spread":0.21995787023227212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388131219","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020119596,0.00026370145,0.9752798,0.000036112717,0.000023419303,0.000027837166,0.0000518764,0.0007266657,0.003471044],"genre_scores_gemma":[0.26287487,0.00051131385,0.72239727,0.00004889755,0.000037552745,0.00008679453,0.000188892,0.00042815533,0.013426235],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996816,0.0000490471,0.000010486022,0.000049849376,0.00019113645,0.000017855653],"domain_scores_gemma":[0.9992593,0.00043107747,0.000057893492,0.00010074709,0.00012919713,0.000021719294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039796508,0.0005945108,0.00059863145,0.00085136516,0.00023714345,0.0011779503,0.0007268033,0.0007170564,0.0049027833],"category_scores_gemma":[0.001030623,0.00064353563,0.00051119336,0.00042788507,0.00047940508,0.00087816245,0.0008137189,0.00051007775,0.0013755793],"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":[0.00017460897,0.00013665773,0.00085253414,0.0004593429,0.000050988572,0.00018894268,0.00029600595,0.0905883,0.6269705,0.013569077,0.002137607,0.26457545],"study_design_scores_gemma":[0.000003941144,0.000051620544,0.0012013881,0.000028908877,0.000011482653,0.00021708907,0.000048427708,0.95318514,0.038086854,0.0036036107,0.0035377007,0.000023761544],"about_ca_topic_score_codex":0.00043465802,"about_ca_topic_score_gemma":0.0015907298,"teacher_disagreement_score":0.0049027833,"about_ca_system_score_codex":0.00018732119,"about_ca_system_score_gemma":0.00024266556,"threshold_uncertainty_score":0.01640141},"labels":[],"label_agreement":null},{"id":"W4392898574","doi":"10.1007/978-981-99-9848-7_3","title":"Enhancing the Energy Efficiency of Heat Exchanger by Using Double Helical Coil in Shell and Tube Heat Exchanger: An Experimental Study","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Shell and tube heat exchanger; Heat exchanger; Materials science; Tube (container); Shell (structure); Electromagnetic coil; Baffle; Mechanics; Mechanical engineering; Composite material; Engineering; Physics; Electrical engineering","score_opus":0.01899226981395901,"score_gpt":0.24722703854209796,"score_spread":0.22823476872813894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392898574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99255204,0.00056600705,0.004213828,0.000034697903,0.000025290392,0.000019735664,0.00008849231,0.00006249388,0.002437428],"genre_scores_gemma":[0.9936138,0.00028189176,0.0030337928,0.000009468977,0.000008165338,0.000015712887,0.000093063056,0.000035653444,0.002908479],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998104,0.00003165297,0.000007018658,0.000053802654,0.000063371386,0.000033706237],"domain_scores_gemma":[0.9996965,0.00012587848,0.000041105664,0.00004140266,0.00007897743,0.000016133832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035624093,0.0003210528,0.00045829325,0.00019360744,0.00039377337,0.00044657497,0.00045435707,0.0004182435,0.0021308416],"category_scores_gemma":[0.00044496806,0.0002181599,0.00032767895,0.00036215875,0.00048065628,0.0008961978,0.00023404096,0.00044642857,0.0004262877],"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":[0.0004479628,0.00019260873,0.00041076617,0.00011388358,0.0000086229165,0.000040299277,0.000078948746,0.0014171237,0.99183756,0.00061233,0.00020848682,0.0046314127],"study_design_scores_gemma":[0.0000147618775,0.00045900306,0.0014560957,0.0000037688926,0.000013530896,0.00003930941,0.000044784098,0.006645066,0.9903369,0.00006130725,0.0009166812,0.000008734302],"about_ca_topic_score_codex":0.0002629714,"about_ca_topic_score_gemma":0.00025482874,"teacher_disagreement_score":0.0021308416,"about_ca_system_score_codex":0.000255461,"about_ca_system_score_gemma":0.00013881776,"threshold_uncertainty_score":0.007128358},"labels":[],"label_agreement":null},{"id":"W4393622278","doi":"10.1007/978-981-97-2000-2_24","title":"Microbial Remediation of Preservative-Treated Wood and Reuse of the Decontaminated Wood: A Short Review","year":2024,"lang":"en","type":"review","venue":"Springer Proceedings in Materials","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Technologique des Résidus Industriels; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Preservative; Reuse; Environmental remediation; Waste management; Environmental science; Pulp and paper industry; Contamination; Chemistry; Engineering; Biology; Food science; Ecology","score_opus":0.02001892122782487,"score_gpt":0.28107494782939363,"score_spread":0.26105602660156874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393622278","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008585609,0.9990694,0.000102514015,0.000086773485,0.00030747976,0.000005339191,0.0000286034,0.0000044625244,0.0003095977],"genre_scores_gemma":[0.00031244615,0.9988476,0.00013842003,0.00011146232,0.00015487871,0.0000043023992,0.000035139397,0.0000012808268,0.00039449873],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99974245,0.000029171451,0.00003995433,0.00005790425,0.00010383764,0.000026726271],"domain_scores_gemma":[0.99956137,0.00018155,0.00008704761,0.000013346471,0.00011946102,0.000037124268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057659444,0.0015188429,0.002017288,0.0026213413,0.00022830676,0.0015374082,0.0008524488,0.0012563684,0.0041643432],"category_scores_gemma":[0.0007887561,0.0004020942,0.000899036,0.003792715,0.00038178166,0.0017199313,0.0009002648,0.0013116866,0.0021092913],"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":[0.00016613961,0.00014472792,0.0001699245,0.06386556,0.000270108,0.0002340137,0.00006463442,0.0005804206,0.00809996,0.0021824087,0.0397406,0.88448155],"study_design_scores_gemma":[0.000035540208,0.00026505295,0.0013483021,0.008184603,0.0004530538,0.00080321135,0.0000973285,0.00010512796,0.0019155655,0.001442577,0.98529345,0.00005610317],"about_ca_topic_score_codex":0.0013268207,"about_ca_topic_score_gemma":0.002631858,"teacher_disagreement_score":0.0041643432,"about_ca_system_score_codex":0.0005164108,"about_ca_system_score_gemma":0.0014517849,"threshold_uncertainty_score":0.013931096},"labels":[],"label_agreement":null},{"id":"W4393622279","doi":"10.1007/978-981-97-2000-2_26","title":"The Use of Activated Biochar as Growth Support for Microorganisms Capable of Degrading PAHS","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Technologique des Résidus Industriels; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Biochar; Microorganism; Environmental science; Environmental chemistry; Chemistry; Biology; Bacteria; Organic chemistry","score_opus":0.024257141442980773,"score_gpt":0.22272075617457157,"score_spread":0.1984636147315908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393622279","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28881225,0.44459754,0.050172716,0.0029815605,0.0031760996,0.00016309907,0.0008802434,0.00038656907,0.20882998],"genre_scores_gemma":[0.52513045,0.21580848,0.03500771,0.0006002942,0.00052217767,0.00009693617,0.00083915144,0.0001831585,0.22181161],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99989676,0.000009491677,0.0000053315684,0.000015509071,0.000055833472,0.00001709209],"domain_scores_gemma":[0.9999616,0.000020974927,0.0000030098236,0.0000033026668,0.0000073122433,0.0000038837325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013345068,0.00048370793,0.0002523741,0.0003757184,0.00015558663,0.00091353065,0.0004955506,0.0005640601,0.000967917],"category_scores_gemma":[0.00013157255,0.00025006442,0.00045873842,0.0005613495,0.00024907338,0.0007054782,0.00043485366,0.0007861785,0.00092359545],"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":[0.00011788985,0.00009031518,0.000110255976,0.0007293559,0.000021611635,0.00033631513,0.00009719242,0.0011358048,0.83635515,0.0053871037,0.0020957375,0.15352325],"study_design_scores_gemma":[0.000010972814,0.00032006312,0.0011137016,0.00013620841,0.00003703735,0.0004957712,0.000067525485,0.002561974,0.81854826,0.003176013,0.17351052,0.000021933609],"about_ca_topic_score_codex":0.0005782326,"about_ca_topic_score_gemma":0.0012383325,"teacher_disagreement_score":0.000967917,"about_ca_system_score_codex":0.00033057792,"about_ca_system_score_gemma":0.000230483,"threshold_uncertainty_score":0.0032380223},"labels":[],"label_agreement":null},{"id":"W4393622833","doi":"10.1007/978-981-97-2000-2_8","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science","score_opus":0.01024101790761287,"score_gpt":0.22727565820304124,"score_spread":0.21703464029542838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393622833","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030152808,0.0034576317,0.004646389,0.0019850282,0.0065242588,0.00011839062,0.0022221936,0.0012228226,0.9795218],"genre_scores_gemma":[0.00060197193,0.0017742228,0.0012744123,0.00069295993,0.0006353945,0.000051854906,0.0015330388,0.00031234568,0.9931237],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994311,0.000045875033,0.000019444526,0.00011200975,0.0003363635,0.00005525175],"domain_scores_gemma":[0.99941695,0.000081798884,0.0000199931,0.000077307785,0.00028384788,0.00012012368],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00052928115,0.0010750792,0.0006595181,0.0018169235,0.0011329773,0.0040320796,0.0015305986,0.0015137547,0.63987964],"category_scores_gemma":[0.0015766481,0.00036300806,0.0006099691,0.0016215515,0.000399844,0.0028324327,0.0022774541,0.0017614715,0.56646794],"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":[0.00002023414,0.000034036933,0.000062676976,0.0001618655,0.000002189476,0.000043792483,0.000062202686,0.00011347321,0.00051861216,0.014240707,0.7912754,0.1934649],"study_design_scores_gemma":[0.000001296577,0.000004286823,0.000045053308,0.000044686334,7.193575e-7,0.00002559704,0.000017070326,0.000020059204,0.00006792642,0.0017951339,0.9979761,0.0000020612836],"about_ca_topic_score_codex":0.0018226712,"about_ca_topic_score_gemma":0.0033938794,"teacher_disagreement_score":0.63987964,"about_ca_system_score_codex":0.00095209194,"about_ca_system_score_gemma":0.0015220809,"threshold_uncertainty_score":0.51366794},"labels":[],"label_agreement":null},{"id":"W4393622872","doi":"10.1007/978-981-97-2000-2_16","title":"Properties of Pulp Fibers’ Biocomposites","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Pulp (tooth); Materials science; Pulp and paper industry; Composite material; Polymer science; Engineering; Medicine; Dentistry","score_opus":0.01852546758831083,"score_gpt":0.22322901561709202,"score_spread":0.20470354802878118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393622872","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8313909,0.059693348,0.012818768,0.00033878436,0.00051448785,0.00005164517,0.0010481483,0.00018848512,0.09395543],"genre_scores_gemma":[0.9456769,0.0071854154,0.002242932,0.00007432264,0.00007268159,0.000025686933,0.0008190073,0.00014495682,0.043758083],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998048,0.00002134191,0.000010535973,0.000039076625,0.00009749598,0.000026840431],"domain_scores_gemma":[0.9998466,0.000066462126,0.000016443408,0.000019500307,0.000041421517,0.000009559157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029187914,0.00040767103,0.00025266182,0.00038801617,0.0002042421,0.0005075347,0.000363618,0.00031319514,0.0054759444],"category_scores_gemma":[0.0003535424,0.0002313211,0.0002165742,0.00042896467,0.00024457488,0.00088732835,0.00023731918,0.00035968024,0.0013727209],"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":[0.00032237088,0.00006117538,0.00043950652,0.00040820654,0.000020616206,0.00022228078,0.00016630493,0.0012871436,0.9427342,0.0025278109,0.001357522,0.050452873],"study_design_scores_gemma":[0.0000035823273,0.00014964769,0.0028393338,0.00002052847,0.00001102675,0.00018975422,0.000053592303,0.0013950235,0.98068213,0.00085932534,0.013787008,0.000009002466],"about_ca_topic_score_codex":0.000297848,"about_ca_topic_score_gemma":0.0004293327,"teacher_disagreement_score":0.0054759444,"about_ca_system_score_codex":0.0002443227,"about_ca_system_score_gemma":0.00011478946,"threshold_uncertainty_score":0.018318832},"labels":[],"label_agreement":null},{"id":"W4393622975","doi":"10.1007/978-981-97-2000-2_31","title":"Granulation of Paper Residues with Wood Ash and Evaluation of Greenhouse Gas Emissions","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Agriculture and Agri-Food Canada; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Greenhouse gas; Granulation; Waste management; Environmental science; Materials science; Engineering; Geology; Composite material","score_opus":0.014759870418012237,"score_gpt":0.22806183579366285,"score_spread":0.2133019653756506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393622975","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95131737,0.008432911,0.018528933,0.000116434945,0.00019327558,0.00022414161,0.0008198192,0.0001656186,0.020201525],"genre_scores_gemma":[0.95229214,0.0071060318,0.015827866,0.00010287377,0.000039184204,0.00012486332,0.0009277793,0.00011419267,0.023465162],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995852,0.00007014792,0.000024104982,0.00007576774,0.00020017006,0.00004461502],"domain_scores_gemma":[0.9998933,0.000047410045,0.000014778511,0.00001783491,0.000020355194,0.000006237923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048713546,0.00041645835,0.0004720143,0.00043771646,0.00026561317,0.0006779039,0.0004010442,0.000576038,0.0012982312],"category_scores_gemma":[0.0002511183,0.00015679984,0.0007528139,0.0005907059,0.00028330935,0.00046351622,0.00034129602,0.00042219582,0.0004516052],"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":[0.00041926277,0.00016033764,0.0008291477,0.00020998405,0.00003366473,0.000098438846,0.000051086645,0.0011453462,0.9592607,0.0002782991,0.00019545468,0.03731834],"study_design_scores_gemma":[0.00001183121,0.00042580682,0.0037581155,0.000012672885,0.000028813754,0.000063932326,0.00003156461,0.0011896165,0.99183476,0.00019599781,0.0024398942,0.0000069751372],"about_ca_topic_score_codex":0.0014028464,"about_ca_topic_score_gemma":0.0024794848,"teacher_disagreement_score":0.0014028464,"about_ca_system_score_codex":0.00034534538,"about_ca_system_score_gemma":0.00023103786,"threshold_uncertainty_score":0.004342973},"labels":[],"label_agreement":null},{"id":"W4393623090","doi":"10.1007/978-981-97-2000-2_9","title":"Plant Fibers as Polymer Reinforcement: Evolution of Selection Criteria","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Reinforcement; Selection (genetic algorithm); Polymer science; Polymer; Materials science; Composite material; Computer science; Artificial intelligence","score_opus":0.011037643311478858,"score_gpt":0.24211431174141687,"score_spread":0.23107666842993801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393623090","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44833708,0.0070064445,0.48520425,0.00069673074,0.00014685429,0.00007424087,0.0001999318,0.00029884625,0.05803552],"genre_scores_gemma":[0.84096795,0.0027865977,0.1341442,0.00012216816,0.0000502342,0.00008639828,0.00014542168,0.00022510208,0.021471912],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997652,0.000093079274,0.000008162455,0.00005357617,0.00006155298,0.000018550107],"domain_scores_gemma":[0.9993315,0.0004848029,0.000055001736,0.000031100233,0.000062533094,0.000035085246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084099517,0.00034148674,0.00042811682,0.00035661517,0.00024526962,0.0011786451,0.00062125456,0.00056729355,0.0027930788],"category_scores_gemma":[0.0019402768,0.00020626331,0.00032684466,0.0004577521,0.00043611112,0.0006382804,0.00039530869,0.0006557207,0.000509508],"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":[0.0001903581,0.00011431494,0.0060683787,0.00039604265,0.00015609675,0.00031847303,0.0004389886,0.35685223,0.14276715,0.1769982,0.003229824,0.31246993],"study_design_scores_gemma":[0.000037984144,0.00026280642,0.0033190907,0.0000771776,0.0000691714,0.0003613351,0.000160541,0.83977896,0.02862535,0.10489258,0.022359455,0.000055703946],"about_ca_topic_score_codex":0.0005475359,"about_ca_topic_score_gemma":0.0011376814,"teacher_disagreement_score":0.0027930788,"about_ca_system_score_codex":0.0006549325,"about_ca_system_score_gemma":0.0002415792,"threshold_uncertainty_score":0.009343743},"labels":[],"label_agreement":null},{"id":"W4393623323","doi":"10.1007/978-981-97-2000-2_13","title":"Flammability, Thermal Stability, and Mechanical Properties of Wood Flour/PC/HDPE Hybrid Biocomposites","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"FPInnovations; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"High-density polyethylene; Flammability; Materials science; Thermal stability; Composite material; Wood flour; Polymer science; Polyethylene; Chemical engineering; Engineering","score_opus":0.020262568254586555,"score_gpt":0.22064126285168886,"score_spread":0.2003786945971023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393623323","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9562711,0.01736614,0.0050397203,0.000077009085,0.000067910194,0.000018877758,0.0004285141,0.00009826953,0.020632388],"genre_scores_gemma":[0.9391139,0.007484659,0.0037809652,0.00007574571,0.00003864022,0.000029752202,0.00085818657,0.000100266596,0.04851796],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99993443,0.0000036999843,0.0000033370675,0.000013525258,0.00003628211,0.000008791171],"domain_scores_gemma":[0.9999614,0.00001572226,0.0000053745566,0.0000039715496,0.000009515847,0.0000040719246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010779814,0.00027463972,0.00013386615,0.00026197243,0.000121168465,0.00023680768,0.00021754525,0.00018542701,0.001764459],"category_scores_gemma":[0.00010260937,0.00013210344,0.00014504883,0.00028335932,0.00012295705,0.00032430227,0.0001313409,0.00026813598,0.00043411812],"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":[0.000088365225,0.000057366757,0.00017992276,0.00008396225,0.00000659618,0.000082751714,0.00004659079,0.0008310195,0.9624706,0.00033715964,0.000348978,0.035466757],"study_design_scores_gemma":[0.0000024066198,0.000253142,0.0036352172,0.000011835838,0.000010917681,0.00016477701,0.000024342049,0.0020243346,0.9867986,0.00022786921,0.006834949,0.000011683898],"about_ca_topic_score_codex":0.0005511855,"about_ca_topic_score_gemma":0.0011040437,"teacher_disagreement_score":0.001764459,"about_ca_system_score_codex":0.00016152208,"about_ca_system_score_gemma":0.00006153853,"threshold_uncertainty_score":0.005902648},"labels":[],"label_agreement":null},{"id":"W4393623426","doi":"10.1007/978-981-97-2000-2_32","title":"Optimization of Bio-oil Production and Advanced Characterization of Pyrolysis Products from Creosoted Wood","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; Centre Technologique des Résidus Industriels","funders":"","keywords":"Characterization (materials science); Pyrolysis; Pyrolysis oil; Pulp and paper industry; Production (economics); Biochemical engineering; Materials science; Process engineering; Chemistry; Organic chemistry; Engineering; Nanotechnology; Economics","score_opus":0.006524833200145103,"score_gpt":0.18152393232300545,"score_spread":0.17499909912286035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393623426","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9711638,0.0049100895,0.013970334,0.00009352798,0.000037934235,0.000083768886,0.000642852,0.00009821916,0.008999436],"genre_scores_gemma":[0.96604806,0.004823498,0.015334754,0.00005826489,0.0000112393745,0.00007711089,0.0016048815,0.000119706725,0.01192248],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998779,0.000010586481,0.000008146002,0.00002760918,0.00005058481,0.000025175366],"domain_scores_gemma":[0.9999654,0.000010243755,0.0000059247645,0.0000038902936,0.0000111777545,0.0000032835785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015247772,0.00050747354,0.00029447608,0.00023210165,0.00013891535,0.00041937377,0.00030686794,0.0002308736,0.0010580871],"category_scores_gemma":[0.0001332175,0.00015730136,0.0003501307,0.00046044236,0.00013628173,0.00037065241,0.000247658,0.00038985742,0.00047726574],"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":[0.000076057964,0.00004851373,0.000099911114,0.00006812359,0.000004886493,0.00003081119,0.000016378828,0.0009600028,0.98810065,0.00008451082,0.00005774074,0.010452457],"study_design_scores_gemma":[0.000002255079,0.00009354493,0.0006256416,0.000004187042,0.000006342984,0.000023296414,0.000008503885,0.0006873324,0.99725384,0.000037137528,0.0012546043,0.00000329509],"about_ca_topic_score_codex":0.0007877057,"about_ca_topic_score_gemma":0.0019039478,"teacher_disagreement_score":0.0010580871,"about_ca_system_score_codex":0.00024212892,"about_ca_system_score_gemma":0.00020394551,"threshold_uncertainty_score":0.0035396814},"labels":[],"label_agreement":null},{"id":"W4393623434","doi":"10.1007/978-981-97-2000-2_14","title":"Development of Bio-Based Dielectric Composites from Cellulose and High-Density Polyethylene","year":2024,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Composite material; Materials science; Dielectric; Polyethylene; Cellulose; High-density polyethylene; Low-density polyethylene; Chemical engineering; Engineering; Optoelectronics","score_opus":0.0110891462063839,"score_gpt":0.2139680106047644,"score_spread":0.2028788643983805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393623434","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68479866,0.0662902,0.115807384,0.00073779095,0.0012492671,0.0002767632,0.00058644934,0.0006937398,0.12955976],"genre_scores_gemma":[0.6660186,0.06250424,0.122526534,0.0003600338,0.00014141937,0.00015092696,0.0010889611,0.00032208546,0.14688727],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99993074,0.0000043768277,0.0000036861504,0.000012630683,0.000035815767,0.000012770395],"domain_scores_gemma":[0.99996185,0.0000058949395,0.0000075337553,0.0000032558055,0.000009920053,0.000011583457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016910153,0.0004634806,0.000195412,0.00035701998,0.00014048534,0.00049465225,0.00029112765,0.00029778268,0.0012032968],"category_scores_gemma":[0.00009138196,0.00021780739,0.00035861574,0.00033101754,0.00014462527,0.0005290434,0.0002148607,0.000602732,0.000724564],"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":[0.000023906407,0.00007234348,0.000073914336,0.00018566634,0.000006277687,0.0001678194,0.000045768797,0.0005596245,0.9683935,0.0013076677,0.00029051592,0.028873095],"study_design_scores_gemma":[0.000004472037,0.00013894518,0.0005051313,0.000019420642,0.000011225858,0.00030943885,0.000016851172,0.000618001,0.9751118,0.00020620722,0.023052717,0.0000058021],"about_ca_topic_score_codex":0.00029527844,"about_ca_topic_score_gemma":0.0008369819,"teacher_disagreement_score":0.0012032968,"about_ca_system_score_codex":0.00025612704,"about_ca_system_score_gemma":0.0002702531,"threshold_uncertainty_score":0.0040254593},"labels":[],"label_agreement":null},{"id":"W7087925159","doi":"10.1007/978-981-95-0907-2_9","title":"Joinery Methods for Multi-material Combinations in Automotive Applications: Tensile and Fatigue Strength","year":2025,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Welding; Rivet; Automotive industry; Ultimate tensile strength; Design for manufacturability; Material selection; Fatigue limit","score_opus":0.05913639976796262,"score_gpt":0.36067049749259167,"score_spread":0.301534097724629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7087925159","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06603757,0.05866286,0.6892162,0.00084180746,0.0017251399,0.00017535966,0.00024168358,0.0010014278,0.18209793],"genre_scores_gemma":[0.3465233,0.02288092,0.33902198,0.00047802218,0.00075211155,0.00048202806,0.00032662868,0.0013430049,0.28819197],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99964404,0.000031005937,0.000011620897,0.000059253376,0.00023146812,0.000022546115],"domain_scores_gemma":[0.999775,0.000103091304,0.000022490223,0.000041675383,0.000045804463,0.000011929862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005159488,0.00073621556,0.00066956005,0.00082749315,0.00038761095,0.00079328753,0.00085387565,0.0008862258,0.01276933],"category_scores_gemma":[0.0005070618,0.0004208423,0.00045562195,0.0005211542,0.0006628095,0.0015314391,0.0011050486,0.0011583593,0.004088188],"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":[0.00020133515,0.00013136966,0.00025667745,0.001393046,0.00006605309,0.0001252662,0.00025760147,0.008234004,0.4935929,0.104050964,0.012768125,0.3789227],"study_design_scores_gemma":[0.00004371089,0.0008971083,0.0017223641,0.00036693425,0.00008999686,0.0013878184,0.0002560947,0.10008763,0.47241214,0.08743813,0.3351769,0.00012126373],"about_ca_topic_score_codex":0.00006580745,"about_ca_topic_score_gemma":0.0002714684,"teacher_disagreement_score":0.01276933,"about_ca_system_score_codex":0.00026565345,"about_ca_system_score_gemma":0.0001530296,"threshold_uncertainty_score":0.042717695},"labels":[],"label_agreement":null},{"id":"W7088161981","doi":"10.1007/978-981-95-0907-2_1","title":"Laser-Based Processing for High Precision Fabrication of Printed Flexible Hybrid Electronics Circuits","year":2025,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Animal Diversity and Health Studies","field":"Agricultural and Biological Sciences","cited_by":0,"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; Université du Québec à Trois-Rivières","funders":"","keywords":"Fabrication; Electronic circuit; Substrate (aquarium); Laser ablation; Printed circuit board; Electronics; Flexible electronics; Printed electronics","score_opus":0.032762657250251674,"score_gpt":0.2516536325455917,"score_spread":0.21889097529534002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7088161981","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16441494,0.03761139,0.60510445,0.00110658,0.0023683757,0.00031302968,0.0009601929,0.0034242794,0.18469676],"genre_scores_gemma":[0.45404717,0.013194589,0.33076358,0.00058558374,0.0004846907,0.00028050807,0.00079336093,0.0006507401,0.19919975],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99981254,0.0000056910926,0.0000068475847,0.00004075765,0.000116793846,0.00001749254],"domain_scores_gemma":[0.9998995,0.000044485,0.000013828811,0.0000188595,0.000019034518,0.0000041982426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015890464,0.00033651685,0.0002956579,0.00041972313,0.00026882658,0.00093234587,0.0011397093,0.0006540315,0.0076555577],"category_scores_gemma":[0.00014930073,0.00036682992,0.00037473039,0.0006656338,0.0003468941,0.0009800909,0.0004924017,0.0009883539,0.0024932506],"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":[0.000029510607,0.000042929987,0.00006295578,0.00035850197,0.000020342997,0.00012762385,0.00010671581,0.0016894115,0.8972313,0.0093057,0.00370431,0.087320685],"study_design_scores_gemma":[0.000015589683,0.00022031626,0.0007850372,0.000044860386,0.00002249683,0.00059034687,0.00005032671,0.013092367,0.88726145,0.0038591775,0.09402245,0.00003554171],"about_ca_topic_score_codex":0.0001950713,"about_ca_topic_score_gemma":0.0007818469,"teacher_disagreement_score":0.0076555577,"about_ca_system_score_codex":0.0004584929,"about_ca_system_score_gemma":0.0001653788,"threshold_uncertainty_score":0.025610387},"labels":[],"label_agreement":null},{"id":"W7088559589","doi":"10.1007/978-981-95-0907-2_5","title":"Monte Carlo Simulations of α-α’ Phase Transformation in Fe-Cr Alloy","year":2025,"lang":"en","type":"book-chapter","venue":"Springer Proceedings in Materials","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Monte Carlo method; Embrittlement; Alloy; Phase (matter); Hardening (computing); Kinetic Monte Carlo; Transformation (genetics)","score_opus":0.014046152043912389,"score_gpt":0.23749655870991335,"score_spread":0.22345040666600097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7088559589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8816521,0.0016195027,0.032249928,0.0017919296,0.00038579182,0.000105041196,0.0012240969,0.00052525377,0.08044631],"genre_scores_gemma":[0.98251396,0.00028005688,0.008528648,0.0002197198,0.000056020184,0.000101580976,0.00037161264,0.00014769322,0.007780738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998591,0.00003504256,0.0000046614236,0.000014594628,0.000045265355,0.00004126645],"domain_scores_gemma":[0.9989403,0.0007927081,0.000054686992,0.00004241485,0.00011378634,0.00005613634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004061919,0.00035964782,0.0008545072,0.00059118296,0.00090888666,0.0008305969,0.00135757,0.0016614414,0.0055121644],"category_scores_gemma":[0.0014458941,0.0005913129,0.0006429508,0.0007545095,0.0007692266,0.000640062,0.00034711062,0.0008810389,0.00039323338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009454299,0.00006126164,0.0005095377,0.000045827135,0.000018259205,0.000056275145,0.00003234036,0.98139346,0.00095629477,0.014265291,0.0010891202,0.0014778248],"study_design_scores_gemma":[0.000018667972,0.000010249095,0.00017039686,0.000004686608,0.000002978987,0.0000059471167,0.000010480694,0.9976113,0.00026818516,0.0016122191,0.00027960635,0.000005340344],"about_ca_topic_score_codex":0.024549872,"about_ca_topic_score_gemma":0.021709558,"teacher_disagreement_score":0.024549872,"about_ca_system_score_codex":0.0017092038,"about_ca_system_score_gemma":0.0010268155,"threshold_uncertainty_score":0.04881394},"labels":[],"label_agreement":null}]}