{"meta":{"query_hash":"7f0aee1ddce9","filters":{"venue":"Laser Technik Journal"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/7f0aee1ddce9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Laser+Technik+Journal"},"results":[{"id":"W1512714795","doi":"10.1002/latj.200990047","title":"Economic Downturn Hits Laser Market at Record High","year":2009,"lang":"en","type":"article","venue":"Laser Technik Journal","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Recession; Business; Financial crisis; Economics; Geography; Macroeconomics","score_opus":0.012402737359225967,"score_gpt":0.2070375696036337,"score_spread":0.19463483224440772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1512714795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7420483,0.00020824371,0.000016230577,0.0020865793,0.0029276083,0.00013516724,0.00007376689,0.00017188862,0.2523322],"genre_scores_gemma":[0.8544938,0.00011444726,0.0002603761,0.0009990827,0.002401901,0.000004917705,0.000014570097,0.000017422477,0.1416935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898916,0.000051246956,0.00032917052,0.00018079743,0.00020646784,0.00024316911],"domain_scores_gemma":[0.9993799,0.00004364935,0.00019925718,0.00016946282,0.00008546993,0.00012226083],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00034263288,0.00015183381,0.00018108045,0.00019511147,0.0007552896,0.00024562862,0.00026605814,0.00006922891,0.04031335],"category_scores_gemma":[0.000023352726,0.00013937666,0.0001408418,0.000026108826,0.00008854274,0.0005829876,0.000032926877,0.00031792096,0.0008186236],"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":[0.00010642575,0.00007487817,0.00037197568,0.000003953621,0.000030751016,0.00006599064,0.00024530714,0.000006977612,0.00008488922,0.018283261,0.97465426,0.006071313],"study_design_scores_gemma":[0.00043897456,0.000116987896,0.004077205,0.000028047345,0.000027508353,0.00013189414,0.00004465127,0.0000125931065,0.0006328925,0.018276598,0.9759985,0.00021412589],"about_ca_topic_score_codex":0.000058912705,"about_ca_topic_score_gemma":0.0016664518,"teacher_disagreement_score":0.11244548,"about_ca_system_score_codex":0.00036862429,"about_ca_system_score_gemma":0.00004819599,"threshold_uncertainty_score":0.99995935},"labels":[],"label_agreement":null},{"id":"W1564767861","doi":"10.1002/latj.201190031","title":"Vigorous recovery in laser materials processing","year":2011,"lang":"en","type":"article","venue":"Laser Technik Journal","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Liberian dollar; Value (mathematics); Business; Agricultural economics; Economics; Finance; Mathematics; Statistics","score_opus":0.016405033876129033,"score_gpt":0.2107301348705183,"score_spread":0.19432510099438927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1564767861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982528,0.00017530988,0.0057192813,0.000033966455,0.00076231564,0.00021443186,0.000014896932,0.0018380525,0.008713795],"genre_scores_gemma":[0.97583884,0.00012085775,0.023493527,0.00007587483,0.00023004328,0.000038127477,0.0000039714478,0.00010274329,0.00009604339],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984671,0.000045124238,0.0005864272,0.0001989238,0.00021375973,0.00048869895],"domain_scores_gemma":[0.99945307,0.000010530463,0.00012106552,0.00024251755,0.00006369124,0.00010915308],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005502375,0.0002741724,0.00032441755,0.00033190267,0.00009629785,0.00023363615,0.00042005253,0.0002154845,0.0005280635],"category_scores_gemma":[0.000033853412,0.00025203387,0.000051424155,0.0002876062,0.000048548594,0.0008333702,0.000067453504,0.0003961327,0.000056431116],"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":[0.0004565652,0.00043192497,0.0018168986,0.0010876218,0.000098844714,0.0017328595,0.0016534344,0.00033729887,0.8698768,0.00014448617,0.018833714,0.10352958],"study_design_scores_gemma":[0.00033633472,0.00007892371,0.00091525126,0.00042288945,0.000016005042,0.00043763343,0.000037869464,0.000109934146,0.9842428,0.01162124,0.0013890087,0.00039212874],"about_ca_topic_score_codex":0.000032596214,"about_ca_topic_score_gemma":0.0000160295,"teacher_disagreement_score":0.11436601,"about_ca_system_score_codex":0.00017383299,"about_ca_system_score_gemma":0.000047358222,"threshold_uncertainty_score":0.9999932},"labels":[],"label_agreement":null},{"id":"W1664375737","doi":"10.1002/latj.201390030","title":"Laser Market at Record High","year":2013,"lang":"en","type":"article","venue":"Laser Technik Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Euros; Laser; Business; Optics; Humanities; Art; Physics","score_opus":0.011501119486352511,"score_gpt":0.19580644396419786,"score_spread":0.18430532447784534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1664375737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8864648,0.000022326925,0.0010489635,0.006001314,0.0012070499,0.00024586945,0.0000015564287,0.00027487162,0.1047333],"genre_scores_gemma":[0.98527867,0.000019909523,0.0012938613,0.0030881953,0.002210261,0.000027801663,0.000018612132,0.00003671437,0.008025998],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887735,0.0000086502,0.00035731282,0.00017917095,0.00025277084,0.0003247215],"domain_scores_gemma":[0.999057,0.000015264992,0.00031650902,0.00020022,0.00039320585,0.000017795324],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003190346,0.000179206,0.00016422715,0.00028269147,0.00039694196,0.0005651216,0.00025976985,0.00012360717,0.017974358],"category_scores_gemma":[0.000046154095,0.00014740169,0.00006694748,0.00061720714,0.000042447882,0.0025139449,0.00012632438,0.00032879694,0.002038238],"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":[0.00004689348,0.00009139127,0.022214795,0.00004991212,0.000030632793,0.00003603184,0.000002786173,0.000011764574,0.002143933,0.004196824,0.92115927,0.05001576],"study_design_scores_gemma":[0.0011415146,0.000024766923,0.15415503,0.00012712783,0.00005526017,0.00010930119,0.000062004474,0.0015900871,0.0017830532,0.03213543,0.8082347,0.0005817075],"about_ca_topic_score_codex":0.00023923228,"about_ca_topic_score_gemma":0.000036732832,"teacher_disagreement_score":0.13194023,"about_ca_system_score_codex":0.0000571077,"about_ca_system_score_gemma":0.000015347696,"threshold_uncertainty_score":0.99873877},"labels":[],"label_agreement":null},{"id":"W1990189643","doi":"10.1002/latj.200790008","title":"Laser in der Materialbearbeitung – Eine Marktübersicht","year":2004,"lang":"de","type":"article","venue":"Laser Technik Journal","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.006328508542979986,"score_gpt":0.2179592953388893,"score_spread":0.21163078679590933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990189643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94221437,0.008195245,0.02095978,0.0038509476,0.0124321105,0.001435894,0.00016667266,0.0036598537,0.0070851017],"genre_scores_gemma":[0.9588148,0.0009156334,0.037133142,0.0002951625,0.0021165635,0.00004675817,0.000029582,0.0003078881,0.00034044773],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9962162,0.00011398997,0.0012540661,0.00052257784,0.00062426855,0.0012689308],"domain_scores_gemma":[0.99849874,0.000033757417,0.00030980018,0.0006355867,0.0001455966,0.00037653666],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010023579,0.00075989525,0.0007792799,0.000747434,0.00025186298,0.0008874529,0.0009142923,0.00067400536,0.0010292091],"category_scores_gemma":[0.00008756214,0.0007652766,0.00021117934,0.00073570124,0.0001571597,0.0009875069,0.00027965326,0.0014457112,0.0006475378],"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":[0.001778449,0.0034715645,0.0040911655,0.0045468695,0.003411022,0.023993136,0.0031855165,0.0533045,0.7662892,0.002589589,0.1002012,0.033137795],"study_design_scores_gemma":[0.0051813973,0.000390056,0.001025425,0.0039567607,0.00059550477,0.0012543994,0.00006950254,0.0007079822,0.90907705,0.02774414,0.047939036,0.002058753],"about_ca_topic_score_codex":0.00013688438,"about_ca_topic_score_gemma":0.000049971633,"teacher_disagreement_score":0.14278784,"about_ca_system_score_codex":0.0011218961,"about_ca_system_score_gemma":0.00024227968,"threshold_uncertainty_score":0.999884},"labels":[],"label_agreement":null},{"id":"W2038292920","doi":"10.1002/latj.200790155","title":"Optische Gitter: Die Abbildung der Realität – 75 Jahre berührungslose dynamische Meßtechnik auf der Basis optischer Gitter","year":2007,"lang":"de","type":"article","venue":"Laser Technik Journal","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Telus (Canada)","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.00880156868249321,"score_gpt":0.2789810099305733,"score_spread":0.2701794412480801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038292920","genre_codex":"methods","genre_gemma":"empirical","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":[0.08620644,0.008137864,0.8632207,0.009043637,0.0015211605,0.0032298884,0.0009940572,0.0012372567,0.026409006],"genre_scores_gemma":[0.74980366,0.0010167945,0.22544234,0.002257953,0.0059257816,0.00041882234,0.00086353626,0.00073195633,0.013539168],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.992804,0.00017462567,0.0021962859,0.0013713727,0.0010407165,0.002413003],"domain_scores_gemma":[0.99497396,0.00017966748,0.0012915707,0.0018913305,0.0005683769,0.0010951182],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0021347995,0.001421356,0.001181783,0.00064598105,0.0016100071,0.0011103855,0.0017826637,0.0010089851,0.0024948039],"category_scores_gemma":[0.000026486583,0.0013356679,0.0012027442,0.0010024838,0.000589677,0.0009273007,0.0006827446,0.0038417047,0.0010319568],"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":[0.00069443975,0.004961861,0.023310134,0.00040524802,0.0068591153,0.0011256206,0.0014283767,0.00033025793,0.19672482,0.027769655,0.5754772,0.16091327],"study_design_scores_gemma":[0.0017295188,0.00036047632,0.0014600016,0.0007423102,0.0019378647,0.0002752438,0.00043640516,0.00038838712,0.15646333,0.005709568,0.82831424,0.0021826627],"about_ca_topic_score_codex":0.00026401336,"about_ca_topic_score_gemma":0.000037183494,"teacher_disagreement_score":0.6635972,"about_ca_system_score_codex":0.0005099586,"about_ca_system_score_gemma":0.00032242824,"threshold_uncertainty_score":0.99992657},"labels":[],"label_agreement":null},{"id":"W2043600698","doi":"10.1002/latj.200790117","title":"Von der Evolution zur Revolution – Welche Vorteile haben thermische Leistungsmessgeräte?","year":2006,"lang":"de","type":"article","venue":"Laser Technik Journal","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Exfo Electro-Optical Engineering (Canada)","funders":"","keywords":"Political science; Humanities; Gynecology; Art; Medicine","score_opus":0.005730049927672101,"score_gpt":0.20509105410475648,"score_spread":0.19936100417708438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043600698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4634744,0.039676245,0.4507551,0.0038367454,0.011669314,0.0021435886,0.00025713118,0.009355277,0.018832196],"genre_scores_gemma":[0.97206235,0.0004864335,0.01992905,0.00007727267,0.0047575943,0.00005906664,0.00006909596,0.00028134516,0.0022777887],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99584144,0.00020402798,0.0013454793,0.0006032933,0.00081776467,0.0011879732],"domain_scores_gemma":[0.99800026,0.00005234789,0.0006164765,0.00078911,0.00027973633,0.00026204833],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009904794,0.0008057062,0.00070512295,0.0005104578,0.0008247195,0.0007544511,0.0008717036,0.00089411926,0.0005491728],"category_scores_gemma":[0.000083344734,0.0007835781,0.0003452663,0.0007023484,0.0001912735,0.0011138145,0.00019825756,0.0016172748,0.0004119899],"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":[0.0003096283,0.0008957093,0.005083239,0.0012179512,0.0006443017,0.00054442434,0.0003903247,0.0064181658,0.5967779,0.0036972747,0.37635404,0.0076670465],"study_design_scores_gemma":[0.0030522046,0.0005998236,0.018560672,0.003580734,0.0017125735,0.0013897388,0.00018639766,0.021910395,0.4882991,0.07277952,0.38410518,0.0038236617],"about_ca_topic_score_codex":0.0002070785,"about_ca_topic_score_gemma":0.000018243702,"teacher_disagreement_score":0.50858796,"about_ca_system_score_codex":0.0010583424,"about_ca_system_score_gemma":0.00022484291,"threshold_uncertainty_score":0.99946153},"labels":[],"label_agreement":null},{"id":"W2767532620","doi":"10.1002/latj.201700028","title":"Powder on Demand","year":2017,"lang":"en","type":"article","venue":"Laser Technik Journal","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":"Steinbach Bible College","funders":"","keywords":"Resource (disambiguation); On demand; Metal powder; Deposition (geology); Process engineering; Materials science; Computer science; Metal; Metallurgy; Computer network; Multimedia; Geology","score_opus":0.01185397271096529,"score_gpt":0.23053937900762136,"score_spread":0.2186854062966561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767532620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94895744,0.000102635124,0.002596565,0.00026367756,0.0009890511,0.00005953861,0.000017423488,0.00028216283,0.046731528],"genre_scores_gemma":[0.99874383,0.00011116274,0.00031112725,0.000049454233,0.00043774533,0.0000031226784,8.787112e-7,0.00002152988,0.00032115864],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99957585,0.0000055741466,0.00010032586,0.00006320594,0.000098603836,0.0001564542],"domain_scores_gemma":[0.999662,0.0000128306365,0.000049834318,0.00019661768,0.000019421577,0.0000593098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010420853,0.000097589706,0.00009739929,0.00003927298,0.00034984705,0.00030154863,0.00023726033,0.000048766127,0.00047684766],"category_scores_gemma":[0.00003186046,0.00007649894,0.00003259278,0.0000087684475,0.000026619398,0.00015914682,0.000024542946,0.00018165722,0.00009870727],"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":[0.00030593868,0.00028706933,0.0050762733,0.00082021905,0.00066674466,0.0019585425,0.0005547408,0.017010186,0.16119158,0.0037820842,0.5913615,0.21698514],"study_design_scores_gemma":[0.00035708095,0.000071204195,0.015093918,0.00013627368,0.000013859533,0.00017692296,0.000010830203,0.00008115075,0.8361627,0.006280927,0.14135882,0.00025629214],"about_ca_topic_score_codex":0.0000010290955,"about_ca_topic_score_gemma":0.0000011420578,"teacher_disagreement_score":0.67497116,"about_ca_system_score_codex":0.000017122235,"about_ca_system_score_gemma":0.0000052032256,"threshold_uncertainty_score":0.52211475},"labels":[],"label_agreement":null}]}