{"meta":{"query_hash":"0f0af8eb001d","filters":{"venue":"Additive Manufacturing Letters"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"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/0f0af8eb001d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Additive+Manufacturing+Letters"},"results":[{"id":"W4210645029","doi":"10.1016/j.addlet.2022.100035","title":"Process planning for additive manufacturing of geometries with variable overhang angles using a robotic laser directed energy deposition system","year":2022,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":32,"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 Waterloo","funders":"University of Waterloo","keywords":"Deposition (geology); Process (computing); Laser; Shutter; Nozzle; Materials science; Optics; Mechanical engineering; Engineering; Computer science; Geology; Physics","score_opus":0.010815900868188203,"score_gpt":0.20298790298255084,"score_spread":0.19217200211436264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210645029","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":[0.053699147,0.00021141177,0.9423774,0.000030185402,0.000019725645,0.00006424267,0.00005543332,0.00056201254,0.002980524],"genre_scores_gemma":[0.35825846,0.00019325264,0.6396312,0.000014679966,0.0000044622343,0.00006617754,0.00010281518,0.0000792117,0.0016497632],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997577,0.000028435046,0.00001349916,0.000046720525,0.00013512523,0.000018535251],"domain_scores_gemma":[0.99978155,0.00007925684,0.000040120693,0.000055172954,0.000031949385,0.000011947907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027546604,0.00042654233,0.0002374466,0.0003253099,0.0002646589,0.0006335836,0.00042973127,0.00035958644,0.0012329444],"category_scores_gemma":[0.00036744328,0.00036718888,0.0004128841,0.0002598161,0.00033302247,0.000397035,0.00056246645,0.00047987574,0.00035678098],"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":[0.00011067769,0.000075092816,0.0015368238,0.00028411823,0.00003632342,0.00046091704,0.00024986872,0.35720542,0.47537112,0.009705004,0.00061841635,0.15434614],"study_design_scores_gemma":[0.000027079803,0.00035437904,0.0018398328,0.00002759603,0.000027548094,0.00064859766,0.000089376685,0.6787624,0.29898065,0.003217518,0.015956452,0.00006863168],"about_ca_topic_score_codex":0.0006444357,"about_ca_topic_score_gemma":0.0018231483,"teacher_disagreement_score":0.0012329444,"about_ca_system_score_codex":0.00031053057,"about_ca_system_score_gemma":0.00079485,"threshold_uncertainty_score":0.0041246414},"labels":[],"label_agreement":null},{"id":"W4391693323","doi":"10.1016/j.addlet.2024.100201","title":"Investigating the deformation and microstructural evolution of laser powder-bed fusion of Hastelloy X during high temperature fatigue loading","year":2024,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":5,"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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; FedDev Ontario; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Materials science; Fractography; Cyclic stress; Softening; Hardening (computing); Composite material; Electron backscatter diffraction; Slip (aerodynamics); Fusion; Metallurgy; Strain hardening exponent; Fatigue testing; Microstructure","score_opus":0.006413242052031136,"score_gpt":0.19173285578737476,"score_spread":0.1853196137353436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391693323","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":[0.9991954,0.00015560428,0.00029341076,0.000007211288,0.0000018155864,0.0000042952947,0.00006537296,0.0000119680135,0.00026503485],"genre_scores_gemma":[0.9991819,0.000053184947,0.0003081738,0.0000049267496,0.0000012955169,0.000005463435,0.00010906975,0.000006133661,0.00032978327],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998578,0.000007553279,0.000005882275,0.000027813805,0.00007343191,0.000027582517],"domain_scores_gemma":[0.99985206,0.000032359734,0.000042765318,0.000014881838,0.00004432464,0.0000135373575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017988062,0.00018722011,0.00020392821,0.00029960406,0.0002052692,0.00023615787,0.00018778973,0.00037802226,0.0011906271],"category_scores_gemma":[0.00024561034,0.00017397292,0.00019082754,0.00023566505,0.00036136675,0.0002605988,0.00013458726,0.00020404704,0.00014016501],"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":[0.00010166731,0.000007748805,0.0015492851,0.000034547043,0.0000066718526,0.000060855913,0.000057616442,0.00034004258,0.99651575,0.000021140251,0.00001676221,0.0012879174],"study_design_scores_gemma":[0.000013041358,0.0006473157,0.097807996,0.000005787808,0.000019031246,0.00021974934,0.00013646264,0.0022156362,0.89794487,0.00002276517,0.0009561229,0.000011189685],"about_ca_topic_score_codex":0.0017399747,"about_ca_topic_score_gemma":0.0026436236,"teacher_disagreement_score":0.0017399747,"about_ca_system_score_codex":0.00028611717,"about_ca_system_score_gemma":0.00014932337,"threshold_uncertainty_score":0.0039830804},"labels":[],"label_agreement":null},{"id":"W4407640797","doi":"10.1016/j.addlet.2025.100275","title":"Process screening in additive manufacturing: Detection of keyhole mode using surface topography and machine learning","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":2,"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 Waterloo","funders":"FedDev Ontario","keywords":"Keyhole; Process (computing); Mode (computer interface); Surface (topology); Materials science; Manufacturing process; Computer science; Process engineering; Metallurgy; Engineering; Composite material; Mathematics; Geometry; Human–computer interaction","score_opus":0.009797903630674173,"score_gpt":0.224933660651136,"score_spread":0.21513575702046184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407640797","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3116313,0.0006729756,0.68426657,0.00021865974,0.000039778006,0.00007906457,0.0001610822,0.0013707444,0.0015598091],"genre_scores_gemma":[0.8718177,0.00025450907,0.12709233,0.000046571044,0.00001210912,0.000030144782,0.00012218516,0.00003692902,0.0005874846],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999747,0.00003811832,0.000014032296,0.000050827697,0.000115699135,0.00003428361],"domain_scores_gemma":[0.9992224,0.00029703038,0.0001545717,0.00008875899,0.00021265814,0.000024580253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058250094,0.0005976554,0.00034046455,0.0010480857,0.00017075813,0.0005749563,0.00052926503,0.0006973137,0.0005277641],"category_scores_gemma":[0.0013183119,0.00023273253,0.0005737744,0.0005279837,0.00031810903,0.0007091762,0.00034704956,0.00051823136,0.00026070743],"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":[0.00024573723,0.00023821203,0.030249866,0.00049892446,0.00013021026,0.0005027793,0.0003370698,0.1611715,0.4445028,0.0028001196,0.001031021,0.35829177],"study_design_scores_gemma":[0.0000058502023,0.00016447977,0.006322547,0.0000136197295,0.0000306134,0.00014506542,0.00006889421,0.86493105,0.12595245,0.001389537,0.0009485932,0.00002728981],"about_ca_topic_score_codex":0.0013998635,"about_ca_topic_score_gemma":0.0021321613,"teacher_disagreement_score":0.0013998635,"about_ca_system_score_codex":0.0003246543,"about_ca_system_score_gemma":0.0003320682,"threshold_uncertainty_score":0.0030806065},"labels":[],"label_agreement":null},{"id":"W4410198916","doi":"10.1016/j.addlet.2025.100286","title":"Multimaterial 3D printing of structured surfaces for increased hydrophobicity of biocomposite materials","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Université de Poitiers; University of Toronto","keywords":"Biocomposite; Materials science; Polymer science; 3D printing; Composite material; Nanotechnology; Composite number","score_opus":0.006382599446492472,"score_gpt":0.21372842403226935,"score_spread":0.20734582458577688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410198916","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":[0.9328244,0.001613856,0.055841632,0.00017279299,0.00021797988,0.000081699196,0.00029932128,0.0008597682,0.00808855],"genre_scores_gemma":[0.9353643,0.0006462598,0.06032305,0.00013805683,0.00002007829,0.0000661124,0.00014844767,0.000109816865,0.0031839143],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99980015,0.000017708006,0.000020060002,0.00004130437,0.00009081829,0.00003004378],"domain_scores_gemma":[0.9996325,0.00011899569,0.00009013244,0.0000773333,0.000058740305,0.000022323324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016953517,0.00035765977,0.00022603682,0.00031003953,0.00011891978,0.00039246303,0.00021935337,0.0004281864,0.0013883567],"category_scores_gemma":[0.00037438888,0.00023980046,0.0003683083,0.00022727513,0.00017845567,0.00027653176,0.0003242253,0.0004961778,0.00046943605],"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":[0.000014304163,0.00001019945,0.00008253707,0.000052432297,0.0000036410572,0.000094684205,0.000021247468,0.00032704344,0.9942761,0.000118729455,0.00008080215,0.004918222],"study_design_scores_gemma":[0.0000027430576,0.000050214676,0.00076537,0.0000028494683,0.0000051378697,0.000099196914,0.0000085256215,0.0016591758,0.9958917,0.00004094043,0.0014686718,0.0000054321404],"about_ca_topic_score_codex":0.00013932923,"about_ca_topic_score_gemma":0.00043507924,"teacher_disagreement_score":0.0013883567,"about_ca_system_score_codex":0.00020541839,"about_ca_system_score_gemma":0.00008561411,"threshold_uncertainty_score":0.0046445727},"labels":[],"label_agreement":null},{"id":"W4410233045","doi":"10.1016/j.addlet.2025.100289","title":"Continuous carbon fiber 3D printing with interweaving deposition for enhanced mechanical performance in fused filament fabrication","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":3,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fabrication; 3D printing; Deposition (geology); Materials science; Fused filament fabrication; Protein filament; Fiber; Nanotechnology; Fused deposition modeling; Carbon fibers; Composite material; Geology; Composite number","score_opus":0.005393156050404128,"score_gpt":0.19732338974702132,"score_spread":0.1919302336966172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410233045","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":[0.89490104,0.0017650371,0.094394594,0.00010547526,0.00014778573,0.00005165122,0.00019508906,0.0007885431,0.007650815],"genre_scores_gemma":[0.94601166,0.00040583918,0.052263353,0.000026263953,0.000014380771,0.000022407981,0.00005568596,0.00004462501,0.0011557319],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999765,0.000014698091,0.000010309573,0.000030855466,0.0001537043,0.00002536376],"domain_scores_gemma":[0.9997607,0.000078853875,0.00005854409,0.000039261224,0.000046755165,0.000015921818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021674111,0.00030218586,0.00016814648,0.0003400385,0.00016136013,0.00034148316,0.00029159235,0.00039798254,0.00080840435],"category_scores_gemma":[0.00036269604,0.00016497607,0.00023302807,0.00033556728,0.0002191535,0.00034256637,0.00022327347,0.00035592538,0.00027246046],"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":[0.000028877243,0.00003042494,0.0003375192,0.00007847927,0.000006294399,0.00015672288,0.000046103563,0.0032463626,0.98031676,0.00058342895,0.00021294724,0.014955994],"study_design_scores_gemma":[0.0000041647654,0.00009978245,0.0014213149,0.00000773526,0.000005768797,0.00015072722,0.000011739291,0.016569966,0.97912437,0.000106037514,0.0024833507,0.000014950512],"about_ca_topic_score_codex":0.0005737123,"about_ca_topic_score_gemma":0.0018811174,"teacher_disagreement_score":0.00080840435,"about_ca_system_score_codex":0.0003162056,"about_ca_system_score_gemma":0.00016671857,"threshold_uncertainty_score":0.0027044415},"labels":[],"label_agreement":null},{"id":"W4411486457","doi":"10.1016/j.addlet.2025.100297","title":"Toward sustainable additive manufacturing of PEKK/Martian regolith composite for lightweight structural applications on Mars","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mars Exploration Program; Martian; Regolith; Astrobiology; Composite number; Exploration of Mars; Materials science; Composite material; Physics","score_opus":0.008304371784728455,"score_gpt":0.22466751134935162,"score_spread":0.21636313956462316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411486457","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":[0.9805253,0.0010021894,0.015256618,0.000042444168,0.000025520778,0.000026204938,0.00011820354,0.00010993861,0.0028935191],"genre_scores_gemma":[0.9768151,0.0006974846,0.021164441,0.000020230396,0.000004993107,0.000020792155,0.000094962255,0.000024392511,0.0011574884],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99991167,0.000005823103,0.000006372596,0.000016035012,0.000047642025,0.000012524469],"domain_scores_gemma":[0.9999064,0.00001559343,0.000028891045,0.00001389568,0.000023888968,0.000011439752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017913537,0.00020715337,0.00011590519,0.00029575627,0.00015458063,0.0003277939,0.00017812925,0.00022065705,0.000520584],"category_scores_gemma":[0.0001346214,0.00013899126,0.0002362439,0.00018557684,0.00014685244,0.00024073353,0.00016788086,0.00029640214,0.00025704296],"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":[0.0000122608435,0.000008083962,0.00017676211,0.0000599161,0.000003643852,0.00006641962,0.000023678242,0.000663992,0.9963117,0.00014270633,0.000029402869,0.002501361],"study_design_scores_gemma":[0.0000019775493,0.0001054536,0.0017658259,0.000007028178,0.00001055145,0.000102238766,0.000029018025,0.0021617676,0.9934853,0.000039754013,0.002285421,0.00000576094],"about_ca_topic_score_codex":0.000255922,"about_ca_topic_score_gemma":0.0014985478,"teacher_disagreement_score":0.000520584,"about_ca_system_score_codex":0.00016965905,"about_ca_system_score_gemma":0.00018175504,"threshold_uncertainty_score":0.0017415285},"labels":[],"label_agreement":null},{"id":"W4412462828","doi":"10.1016/j.addlet.2025.100301","title":"A new approach to laser DED as a repair technology with laser mesh deposition","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","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":"University of British Columbia","funders":"University of Nottingham; Rolls-Royce","keywords":"Laser; Materials science; Deposition (geology); Computer science; Optics; Geology; Physics","score_opus":0.004683997292586794,"score_gpt":0.19615610618239906,"score_spread":0.19147210888981228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412462828","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":[0.52290815,0.012241574,0.4403206,0.0006561536,0.0008679584,0.00029026755,0.00032028486,0.0010464941,0.021348463],"genre_scores_gemma":[0.7768766,0.0042412616,0.20444858,0.00023649023,0.00008561001,0.00012443266,0.00021550103,0.00013683362,0.013634718],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99964833,0.000028480568,0.000025285284,0.00008707768,0.00018224618,0.000028601202],"domain_scores_gemma":[0.99977857,0.00004547228,0.000057278943,0.00006541105,0.00004030788,0.000012968365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023697008,0.00032185172,0.00026701117,0.0006100092,0.00027441359,0.0006699031,0.00056317216,0.0005422638,0.0012250638],"category_scores_gemma":[0.00029148592,0.00029195845,0.00039107108,0.0003930724,0.00041632281,0.0008148926,0.00052619237,0.00063932274,0.00043741363],"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":[0.00004143559,0.000037145528,0.00039481805,0.0002926351,0.000015653017,0.00012659535,0.00005700731,0.0004202666,0.9767766,0.0017537858,0.00022776995,0.019856451],"study_design_scores_gemma":[0.000008178229,0.00021809599,0.0012973046,0.00001739165,0.000016704123,0.0006697768,0.00005224673,0.0027432488,0.97563237,0.00031808164,0.019010449,0.000016106922],"about_ca_topic_score_codex":0.00020438038,"about_ca_topic_score_gemma":0.0006874039,"teacher_disagreement_score":0.0012250638,"about_ca_system_score_codex":0.00038435654,"about_ca_system_score_gemma":0.00018491833,"threshold_uncertainty_score":0.0040982366},"labels":[],"label_agreement":null},{"id":"W4412862591","doi":"10.1016/j.addlet.2025.100312","title":"Microstructure homogenization of laser powder bed fusion support-free low angle IN718 walls through heat treatment","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Microstructure; Homogenization (climate); Materials science; Fusion; Composite material; Laser; Optics","score_opus":0.00558751129860766,"score_gpt":0.20261305181640538,"score_spread":0.19702554051779772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412862591","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":[0.99558556,0.00013417957,0.0024370346,0.0000137956995,0.000021859536,0.000014289466,0.00014657636,0.00006193355,0.001584792],"genre_scores_gemma":[0.99431556,0.000121632875,0.0035139353,0.00001529834,0.0000053482654,0.000028587981,0.00024343692,0.000036499194,0.0017197293],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998869,0.0000040861696,0.000005975611,0.000029138128,0.000042546315,0.000031333624],"domain_scores_gemma":[0.9999002,0.000014245863,0.00003513851,0.000013383426,0.000025009851,0.0000119332335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100173034,0.00023509165,0.00019765127,0.00021651063,0.0002292576,0.00030297195,0.00021443174,0.00022239218,0.0014032178],"category_scores_gemma":[0.00016376971,0.00024247778,0.00020316025,0.00018679484,0.000172273,0.00019508638,0.00018266246,0.00036696266,0.00031147222],"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":[0.000035283036,0.000008741246,0.00020489458,0.00003350824,0.0000032007054,0.000037581525,0.00002777949,0.0003016613,0.998171,0.00009483345,0.000048590344,0.0010328373],"study_design_scores_gemma":[0.000008332816,0.00012380452,0.0043469514,0.0000037220236,0.0000072449593,0.000046099154,0.000036520127,0.0010316906,0.9930478,0.000023281578,0.0013188693,0.0000057094676],"about_ca_topic_score_codex":0.000630411,"about_ca_topic_score_gemma":0.002099728,"teacher_disagreement_score":0.0014032178,"about_ca_system_score_codex":0.00028625166,"about_ca_system_score_gemma":0.0001839448,"threshold_uncertainty_score":0.0046942234},"labels":[],"label_agreement":null},{"id":"W4414135844","doi":"10.1016/j.addlet.2025.100323","title":"From micro- to macro-cracks and recrystallization in a non-weldable Ni-based superalloy manufactured by electron beam powder bed fusion","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":2,"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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Recrystallization (geology); Liquation; Grain boundary; Superalloy; Microstructure; Eutectic system; Cracking; Dislocation","score_opus":0.00265672699322541,"score_gpt":0.1947220884320985,"score_spread":0.1920653614388731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414135844","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":[0.99855155,0.00023718657,0.0007445616,0.000007000441,0.0000022457357,0.0000073121755,0.000050930634,0.000017638964,0.00038148448],"genre_scores_gemma":[0.99816847,0.00008493695,0.0012208889,0.0000028323577,8.731055e-7,0.0000072303897,0.000069892354,0.000008132618,0.00043667541],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998623,0.0000066105727,0.000006878787,0.000028566348,0.00007543311,0.000020081117],"domain_scores_gemma":[0.99986947,0.000019459696,0.000047862377,0.000015381383,0.00003289182,0.000014878207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015285853,0.00019059624,0.00014421833,0.00025892188,0.00015219605,0.00018113446,0.00028204938,0.00022900375,0.00050295144],"category_scores_gemma":[0.00018707647,0.00014322149,0.00014798275,0.000174756,0.0002477912,0.00021005447,0.00016751324,0.0001880662,0.00009438491],"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":[0.000037963655,0.0000045380402,0.00048023227,0.00004042891,0.0000029994155,0.000080125545,0.000025918263,0.0001665678,0.9983015,0.00003433779,0.000009585698,0.0008158068],"study_design_scores_gemma":[0.000006805519,0.00035787522,0.019725077,0.000005230772,0.000014349966,0.00026131835,0.00008125663,0.0016022077,0.9769795,0.00002480457,0.000936554,0.000005044292],"about_ca_topic_score_codex":0.0010271614,"about_ca_topic_score_gemma":0.0036481442,"teacher_disagreement_score":0.0010271614,"about_ca_system_score_codex":0.00023406865,"about_ca_system_score_gemma":0.00017368815,"threshold_uncertainty_score":0.0020423532},"labels":[],"label_agreement":null},{"id":"W4414822757","doi":"10.1016/j.addlet.2025.100329","title":"In situ recrystallization of pure Cu during electron beam powder bed fusion","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; Agence Nationale de la Recherche; Université Grenoble Alpes","keywords":"Equiaxed crystals; Microstructure; Recrystallization (geology); Scanning electron microscope; Electron backscatter diffraction; Fusion; In situ","score_opus":0.004213058092706122,"score_gpt":0.20235655067642852,"score_spread":0.1981434925837224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414822757","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":[0.9955545,0.00038852255,0.003192847,0.000018081026,0.000007958592,0.000015512183,0.00012354949,0.00008223108,0.0006168246],"genre_scores_gemma":[0.9972441,0.00019697263,0.0018693876,0.0000067968676,0.0000021217354,0.00000999073,0.00013016639,0.000028023223,0.0005124164],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99982625,0.000010846847,0.000013663961,0.000041054893,0.0000611319,0.00004696756],"domain_scores_gemma":[0.999824,0.000048227663,0.00004444551,0.0000333187,0.000039998267,0.000009930706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021857338,0.00035764492,0.00033892304,0.00023758816,0.00021754089,0.0002443602,0.00032186648,0.00025639066,0.0006810487],"category_scores_gemma":[0.000442233,0.00028677913,0.00022698275,0.0003934482,0.00026106733,0.00031492277,0.00024709196,0.00038409227,0.00013494233],"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":[0.000106315594,0.000011468326,0.0004273655,0.000082531566,0.000011518737,0.0001325377,0.000113684444,0.0004190851,0.9958533,0.000070541435,0.00004940665,0.0027221488],"study_design_scores_gemma":[0.0000037153982,0.000048628408,0.0021091655,0.000001764384,0.0000061046326,0.0000611706,0.00001516233,0.00059276144,0.99680126,0.00000972022,0.00034770498,0.0000030153592],"about_ca_topic_score_codex":0.0022643835,"about_ca_topic_score_gemma":0.0039920732,"teacher_disagreement_score":0.0022643835,"about_ca_system_score_codex":0.00040777813,"about_ca_system_score_gemma":0.00019480738,"threshold_uncertainty_score":0.0045024157},"labels":[],"label_agreement":null},{"id":"W4416041490","doi":"10.1016/j.addlet.2025.100338","title":"Track cross-sectional profile model for time-invariant deposition processes — Applied to cold spray and aerosol jet printing","year":2025,"lang":"en","type":"article","venue":"Additive Manufacturing Letters","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":0,"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 Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Michigan Economic Development Corporation","keywords":"Deposition (geology); Nozzle; Aerosol; Track (disk drive); Jet (fluid); Flux (metallurgy)","score_opus":0.008993374104287123,"score_gpt":0.23391946857557278,"score_spread":0.22492609447128564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416041490","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":[0.024484308,0.0002240978,0.9701175,0.00007442022,0.000035341727,0.000046176538,0.00014206291,0.00046310894,0.004413038],"genre_scores_gemma":[0.8161673,0.0007420617,0.16823207,0.00011048196,0.000043060532,0.00023451885,0.000382522,0.0003528055,0.013735228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998512,0.000027542277,0.0000083870245,0.000034281693,0.00005804646,0.000020521136],"domain_scores_gemma":[0.9996648,0.0001269047,0.000050537536,0.00004047288,0.00009789111,0.000019526347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004511093,0.0005513629,0.0004080278,0.00040058265,0.000324898,0.00082997937,0.0010558134,0.0010467651,0.002208],"category_scores_gemma":[0.0007543151,0.0003668016,0.00084128126,0.0005182973,0.0003649298,0.00067054474,0.00035446658,0.0006768894,0.00062744395],"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":[0.000019535402,0.000018597573,0.00046649206,0.000026224154,0.000010868392,0.00007574351,0.00003059083,0.9780212,0.007077393,0.00743112,0.00026357808,0.0065586595],"study_design_scores_gemma":[8.008605e-7,0.0000026110176,0.000039922095,8.5858517e-7,8.926724e-7,0.000007460624,0.0000012457411,0.9990521,0.00042421377,0.00024913956,0.00021944846,0.0000013714763],"about_ca_topic_score_codex":0.009929929,"about_ca_topic_score_gemma":0.0057626804,"teacher_disagreement_score":0.009929929,"about_ca_system_score_codex":0.00097196084,"about_ca_system_score_gemma":0.00091360207,"threshold_uncertainty_score":0.019744277},"labels":[],"label_agreement":null}]}