{"meta":{"query_hash":"c3c9a69d1e5b","filters":{"venue":"Value Engineering"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/c3c9a69d1e5b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Value+Engineering"},"results":[{"id":"W2353265785","doi":"","title":"Analysis on Scientific Research Burnout of Vocational Colleges Faculty in Jiangsu Province","year":2015,"lang":"en","type":"article","venue":"Value Engineering","topic":"Education and Work Dynamics","field":"Social Sciences","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":"La Cité Collégiale","funders":"","keywords":"Burnout; Vocational education; Medical education; Order (exchange); Psychology; Quality (philosophy); Engineering ethics; Pedagogy; Public relations; Sociology; Political science; Engineering; Business; Medicine","score_opus":0.09933326368394511,"score_gpt":0.40443627038426083,"score_spread":0.3051030067003157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2353265785","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":[0.98559463,0.00007786577,0.00053953845,0.0014151301,0.00036696307,0.00018145943,0.000011703323,0.000031803764,0.011780912],"genre_scores_gemma":[0.99533564,0.000003007336,0.00089135,0.0000047273297,0.000062080966,0.000007764302,0.000015649934,0.0000041565877,0.0036756238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886006,0.00008575913,0.00012836455,0.00014439627,0.0005940814,0.00018733737],"domain_scores_gemma":[0.9994027,0.0001362785,0.000026604372,0.00012417331,0.0002173299,0.0000929119],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025059376,0.000042429598,0.00008903012,0.00059367355,0.00010650709,0.000056501503,0.00018041425,0.000040470648,0.000017240165],"category_scores_gemma":[0.0008205248,0.0000440652,0.000032481643,0.0027059575,0.00010162259,0.00007913596,0.000019088991,0.000121213634,0.000018608476],"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":[0.000009088712,0.0001915078,0.06715997,0.00002279633,0.000055162975,0.000002041795,0.038348645,0.5886741,0.00011522434,0.30290282,0.0015310468,0.0009875855],"study_design_scores_gemma":[0.0010490253,0.00014061313,0.30096114,0.00030313717,0.00008500291,4.3346975e-7,0.051074177,0.4638339,0.0005976225,0.0024433066,0.17877892,0.0007327406],"about_ca_topic_score_codex":0.00062017015,"about_ca_topic_score_gemma":0.0008598072,"teacher_disagreement_score":0.3004595,"about_ca_system_score_codex":0.00025589182,"about_ca_system_score_gemma":0.0005712828,"threshold_uncertainty_score":0.17969267},"labels":[],"label_agreement":null},{"id":"W2357033030","doi":"","title":"Research on the Set up of Undergraduate Curriculum for English Majors of Application-oriented Institutions with Local Characteristics: Taking Business English as an Example","year":2015,"lang":"en","type":"article","venue":"Value Engineering","topic":"Higher Education and Teaching Methods","field":"Computer Science","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":"La Cité Collégiale","funders":"","keywords":"Specialty; Curriculum; Cohesion (chemistry); Vocational education; Order (exchange); Business English; Mathematics education; Set (abstract data type); Pedagogy; Political science; Medical education; Sociology; Engineering; Psychology; Computer science; Business; Medicine","score_opus":0.11194796786531439,"score_gpt":0.36753778396123205,"score_spread":0.2555898160959177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2357033030","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30715695,0.0000072432126,0.6916735,0.00012218293,0.00059153844,0.00023036214,0.00000514739,0.00007800669,0.00013506858],"genre_scores_gemma":[0.9580266,0.0000012850686,0.04162042,0.000013679616,0.00017246717,0.00010948452,0.00002065061,0.000014643777,0.000020781226],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998746,0.00015941844,0.0002300157,0.00026876084,0.0003751526,0.00022065548],"domain_scores_gemma":[0.9975395,0.00041617462,0.000121731,0.0005974693,0.0012139871,0.00011114687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001832989,0.00011253152,0.00015486512,0.00020679687,0.00011767761,0.000052759453,0.00053318613,0.00004501168,0.0000011228851],"category_scores_gemma":[0.0009558874,0.00008609547,0.000026154206,0.001094088,0.000081053506,0.00022946959,0.00007019374,0.00022250609,0.0000016952732],"study_design_candidate":"theoretical_or_conceptual","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":[0.000007940768,0.00009383985,0.00024351261,0.00005242094,0.000019432477,4.200619e-7,0.012283056,0.035910368,0.00015139062,0.94983083,0.00007263091,0.0013341343],"study_design_scores_gemma":[0.0021248013,0.0007869024,0.013146354,0.0006373247,0.00005656657,0.000015844718,0.011485187,0.8483935,0.011507363,0.004769558,0.10620858,0.000868037],"about_ca_topic_score_codex":0.00047791237,"about_ca_topic_score_gemma":0.000005368838,"teacher_disagreement_score":0.94506127,"about_ca_system_score_codex":0.000078343735,"about_ca_system_score_gemma":0.0002913266,"threshold_uncertainty_score":0.35108715},"labels":[],"label_agreement":null},{"id":"W2361186919","doi":"","title":"Methods and Implementation of Getting the Relative Size Gaussian Curvature in 3D Surface","year":2014,"lang":"en","type":"article","venue":"Value Engineering","topic":"Advanced Numerical Analysis 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":"La Cité Collégiale","funders":"","keywords":"Gaussian curvature; Artificial intelligence; Computer vision; Curvature; Object (grammar); Computer science; Frame (networking); Hook; Face (sociological concept); Rotation (mathematics); Mathematics; Geometry; Engineering","score_opus":0.005261723477874801,"score_gpt":0.2980618269618273,"score_spread":0.2928001034839525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361186919","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":[0.19890672,0.0004645079,0.80006504,0.000071364964,0.000040377003,0.00010760091,0.0000012794058,0.00017229804,0.00017079954],"genre_scores_gemma":[0.64426476,0.000025543963,0.35565886,0.000007086945,0.000015870584,0.0000059208196,7.782752e-7,0.000017362067,0.0000038030992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938107,0.000054448232,0.0002202192,0.00011133282,0.00007841833,0.00015449489],"domain_scores_gemma":[0.9992784,0.0005135704,0.00003704109,0.00013310327,0.0000118576045,0.000025995445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004740484,0.000115345094,0.0001792481,0.000049408005,0.000019405727,0.000008311103,0.00007771721,0.00004674292,0.0000061331352],"category_scores_gemma":[0.00016685518,0.00009336379,0.000031480136,0.00032209995,0.000014105215,0.00013087368,0.000029032168,0.00021921116,3.8291518e-7],"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":[0.0000012387688,0.0000038663807,0.0021586632,0.00008795992,0.000052301504,5.595777e-7,0.0010683779,0.85848993,0.099022955,0.0045146667,0.00001114511,0.034588333],"study_design_scores_gemma":[0.00014999237,0.000020805515,0.016025802,0.000055207565,0.000027541148,0.0000016722524,0.00010685153,0.91476965,0.06614579,0.0012395848,0.0012746458,0.0001824319],"about_ca_topic_score_codex":0.000030428584,"about_ca_topic_score_gemma":0.00000432374,"teacher_disagreement_score":0.44535804,"about_ca_system_score_codex":0.00003787064,"about_ca_system_score_gemma":0.000002164084,"threshold_uncertainty_score":0.38072652},"labels":[],"label_agreement":null},{"id":"W2364453826","doi":"","title":"Research on Profitability of Highway Listed Companies Based on ROE","year":2012,"lang":"en","type":"article","venue":"Value Engineering","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"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":"Profitability index; Business; Gross margin; Quarter (Canadian coin); Margin (machine learning); Finance; Accounting; Geography; Computer science","score_opus":0.09705835826749502,"score_gpt":0.33348040750927693,"score_spread":0.2364220492417819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364453826","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":[0.8533556,0.00020620832,0.13428187,0.0000989227,0.00086917996,0.0005221836,0.000020046726,0.00080357905,0.009842446],"genre_scores_gemma":[0.99446917,0.0000038498038,0.005283854,0.000016152017,0.00009522304,0.00003099211,0.000012568401,0.000039691447,0.000048497426],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988295,0.00006874648,0.00022657323,0.00011745183,0.000449995,0.00030773276],"domain_scores_gemma":[0.99916047,0.00031434465,0.000016767848,0.0003063435,0.00010137723,0.00010068307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095806597,0.00012778062,0.00015672686,0.0003010593,0.0000391454,0.000014567168,0.00011285747,0.000071414426,0.000089431705],"category_scores_gemma":[0.00015365696,0.00012770505,0.00004625501,0.00041449541,0.000020020183,0.00010766438,0.0000145422155,0.00025239764,0.000052365616],"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":[0.000007854949,0.000048366357,0.0003160932,0.00010854429,0.000008904597,1.4332697e-7,0.00019357685,0.9929899,0.0013670764,0.0046327985,0.00018641901,0.0001403024],"study_design_scores_gemma":[0.00023564443,0.00004427568,0.008680265,0.00006980725,0.0000042401566,1.8756761e-7,0.000022550494,0.97428894,0.016139204,0.000011090021,0.00038611447,0.000117672134],"about_ca_topic_score_codex":0.0000027028777,"about_ca_topic_score_gemma":2.314392e-7,"teacher_disagreement_score":0.14111361,"about_ca_system_score_codex":0.00012385135,"about_ca_system_score_gemma":0.000015882973,"threshold_uncertainty_score":0.5207661},"labels":[],"label_agreement":null},{"id":"W2365553235","doi":"","title":"The Summary of Foreign Nuclear Power Units Operating Mode","year":2013,"lang":"en","type":"article","venue":"Value Engineering","topic":"Power Systems and Renewable Energy","field":"Energy","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":"Nuclear power; Base load power plant; Power (physics); Nuclear engineering; Electric power system; Engineering; Physics; Nuclear physics","score_opus":0.007244922018596973,"score_gpt":0.1818181318539447,"score_spread":0.17457320983534771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2365553235","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":[0.80902386,0.0022616806,0.00523363,0.00011750165,0.0018896254,0.00029779857,0.0000058462156,0.00037952862,0.18079056],"genre_scores_gemma":[0.99719876,0.000029443561,0.00082575594,0.000019955129,0.0001196308,0.000016591963,0.0000023481505,0.000052414372,0.0017351183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916303,0.000026765809,0.00025615215,0.00012438142,0.00014983435,0.00027981654],"domain_scores_gemma":[0.99942887,0.000092888695,0.000047080615,0.0002936893,0.00007007928,0.0000673942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013290244,0.00013288988,0.00015691936,0.000050184084,0.00011023176,0.00005317268,0.0002266538,0.00007063391,0.000060046277],"category_scores_gemma":[0.00008349039,0.00009095861,0.000050978775,0.000206655,0.000017118085,0.00013202042,0.00006851151,0.00010002039,0.000027863056],"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":[0.000001015813,0.000005222317,0.000021077523,0.000017740082,0.00004390305,0.0000015877037,0.00023194625,0.7592818,0.030334458,0.20833492,0.0010781636,0.00064817263],"study_design_scores_gemma":[0.00034022995,0.00005945271,0.0003536271,0.00020797057,0.000011759079,0.000014077034,0.00075193885,0.7960872,0.009944523,0.00036118404,0.19151752,0.00035051425],"about_ca_topic_score_codex":0.0040601203,"about_ca_topic_score_gemma":0.000020644085,"teacher_disagreement_score":0.20797373,"about_ca_system_score_codex":0.000027296212,"about_ca_system_score_gemma":0.000018964454,"threshold_uncertainty_score":0.61377144},"labels":[],"label_agreement":null},{"id":"W2368976563","doi":"","title":"Study on Site Division Comparison in Bridge Seismic Design Code","year":2013,"lang":"en","type":"article","venue":"Value Engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"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":"Bridge (graph theory); Seismic analysis; Division (mathematics); China; Engineering; Civil engineering; Geology; Geography; Archaeology; Mathematics; Arithmetic","score_opus":0.03063922994732658,"score_gpt":0.25026063604021065,"score_spread":0.21962140609288408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2368976563","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":[0.62475574,0.00006468625,0.37420604,0.000011246873,0.00020874053,0.00023605856,0.0000018550435,0.0004609493,0.000054698063],"genre_scores_gemma":[0.9981801,0.0000051609904,0.0015966162,0.000014955725,0.000047836256,0.00005938806,0.000007791845,0.00006221514,0.000025941048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988873,0.00002774483,0.00033927607,0.00022174811,0.00020893243,0.00031502056],"domain_scores_gemma":[0.99948794,0.00010721923,0.000019708954,0.00027010927,0.000016924932,0.00009811278],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013924978,0.00025886518,0.00031010917,0.00037797287,0.00003150145,0.00007004385,0.00014499911,0.000068882684,0.00003878239],"category_scores_gemma":[0.000034665816,0.0002606591,0.000060579583,0.00048660213,0.000005892873,0.0001714877,0.00002234048,0.0002957347,0.00019969614],"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":[0.0000012241321,0.000024202125,0.0028437811,0.000016443957,0.000032631284,0.0000051931065,0.00071139773,0.9910949,0.0035822392,0.000019998728,0.0001971194,0.0014709093],"study_design_scores_gemma":[0.00032371414,0.000057941008,0.16630895,0.000036033754,0.000010278233,0.0000012994294,0.00009506226,0.83065313,0.0022076915,0.0000057661523,0.00006185787,0.00023826837],"about_ca_topic_score_codex":0.000100992256,"about_ca_topic_score_gemma":0.0000034740192,"teacher_disagreement_score":0.37342435,"about_ca_system_score_codex":0.00012874178,"about_ca_system_score_gemma":0.0000044270637,"threshold_uncertainty_score":0.99998456},"labels":[],"label_agreement":null},{"id":"W2372822015","doi":"","title":"Roof Structure Design for the Cultural and Sports Center of Urumqi Petrochemical Company","year":2015,"lang":"en","type":"article","venue":"Value Engineering","topic":"Structural Engineering and Vibration Analysis","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":"PCL Construction (Canada)","funders":"","keywords":"Roof; Recreation; Engineering; Civil engineering; Center (category theory); Key (lock); Architectural engineering; Forensic engineering; Political science; Computer science; Computer security","score_opus":0.026042444928838736,"score_gpt":0.2281267952671262,"score_spread":0.20208435033828748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372822015","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33686543,0.0011087983,0.66119045,0.000037044905,0.00039897434,0.00015662922,0.000019591092,0.0002013652,0.0000216939],"genre_scores_gemma":[0.9855994,0.000023316807,0.014198769,0.000006541661,0.000111623085,0.0000085176625,0.0000124212165,0.000027667596,0.000011716682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993827,0.000004817503,0.00018470736,0.000107667765,0.00014506186,0.00017506276],"domain_scores_gemma":[0.99962133,0.00008107696,0.00002085591,0.00013919722,0.00004588916,0.00009166101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008101523,0.00015849322,0.00018995671,0.000061157916,0.000022606198,0.00002294679,0.000102614606,0.000059390462,0.0000074879613],"category_scores_gemma":[0.000053455955,0.00011445747,0.00006179434,0.0001374812,0.00002142095,0.000083428626,0.000016223214,0.00011447639,2.9317167e-7],"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":[0.0000053759613,0.0000014309974,0.000095060146,0.00005061665,0.00006523566,4.4364995e-7,0.0002389671,0.984159,0.014083429,0.00024363943,0.00047894687,0.00057788834],"study_design_scores_gemma":[0.00033723185,0.00001277913,0.0007838636,0.000022231963,0.000044392295,0.000017924136,0.000121093115,0.97289467,0.024593627,0.000031966385,0.0009961041,0.00014410587],"about_ca_topic_score_codex":0.0000034561895,"about_ca_topic_score_gemma":2.7859954e-7,"teacher_disagreement_score":0.648734,"about_ca_system_score_codex":0.000033947235,"about_ca_system_score_gemma":0.0000063246616,"threshold_uncertainty_score":0.466744},"labels":[],"label_agreement":null},{"id":"W2374984406","doi":"","title":"Regression Forecasting of the Power Load in Jiangsu Province","year":2014,"lang":"en","type":"article","venue":"Value Engineering","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Electricity; Per capita; Consumption (sociology); Regression analysis; Industrialisation; Econometrics; Sample (material); Economics; Population; Linear regression; Regression; Power consumption; Statistics; Agricultural economics; Power (physics); Mathematics; Engineering; Demography","score_opus":0.016646763296425306,"score_gpt":0.24469535671016837,"score_spread":0.22804859341374306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2374984406","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":[0.94585794,0.000023706014,0.041465428,0.0001310253,0.0003113396,0.00016568782,3.4032007e-7,0.000026352356,0.012018158],"genre_scores_gemma":[0.9513498,6.222333e-7,0.04839142,0.00003350293,0.000015499261,0.000004753985,8.396025e-8,0.000009504371,0.00019483488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992366,0.000070710616,0.00015722678,0.00012506479,0.00027975527,0.00013067799],"domain_scores_gemma":[0.999545,0.00014550996,0.000056918176,0.00022701145,0.000004552244,0.000021048594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010926299,0.000068238245,0.00007856296,0.000019167319,0.000025390096,0.0000050541594,0.00019137685,0.00004926835,0.00013038037],"category_scores_gemma":[0.0010532297,0.00004886478,0.00002898856,0.00018115983,0.00002354497,0.00006448352,0.00013970172,0.00014393457,0.000012376117],"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":[0.0000029842665,0.000015662868,0.037570138,0.000021903606,0.0000019562078,7.8562897e-7,0.00079756236,0.9150528,0.03654619,0.0012154039,0.00012977322,0.008644893],"study_design_scores_gemma":[0.00022776975,0.000029155894,0.087072596,0.00017890288,0.0000043657274,0.0000044017647,0.000018376892,0.8833958,0.02566523,0.00062215945,0.0026450674,0.00013619513],"about_ca_topic_score_codex":0.00006373598,"about_ca_topic_score_gemma":0.000018558012,"teacher_disagreement_score":0.04950246,"about_ca_system_score_codex":0.00011425535,"about_ca_system_score_gemma":0.000010502377,"threshold_uncertainty_score":0.19926478},"labels":[],"label_agreement":null},{"id":"W2380684540","doi":"","title":"Effect of Desorption Time on Polylactic Acid Blending Cell Morphology","year":2015,"lang":"en","type":"article","venue":"Value Engineering","topic":"Polymer Foaming and Composites","field":"Materials Science","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":"Science North","funders":"","keywords":"Polylactic acid; Nucleation; Particle size; Chemical engineering; Terephthalic acid; Materials science; Supercritical fluid; Morphology (biology); Crystallization; Particle (ecology); Polymer chemistry; Chemistry; Composite material; Polymer; Polyester; Organic chemistry","score_opus":0.006302063965547675,"score_gpt":0.2087685443761859,"score_spread":0.20246648041063822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2380684540","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":[0.99718636,0.00034704927,0.0014296932,0.000009900742,0.00044847289,0.00005321979,0.0000025558552,0.00011986495,0.00040290743],"genre_scores_gemma":[0.9990971,9.71565e-7,0.00070363254,0.0000064465817,0.000068115434,0.000005911257,0.00000204142,0.000016422448,0.000099345205],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993508,0.000063588996,0.00011730037,0.00014024091,0.00013406537,0.0001939971],"domain_scores_gemma":[0.99957955,0.00013522351,0.000044943237,0.00015969377,0.0000099187155,0.000070675385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004208074,0.00010719784,0.00015831858,0.000098740275,0.000019600375,0.000014516916,0.00012061131,0.000044615183,0.000030328723],"category_scores_gemma":[0.00007106324,0.00009701255,0.00003433235,0.00009005165,0.000012710109,0.00006820654,0.00003117679,0.00006877871,0.00035969776],"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":[0.000031636202,0.000012553322,0.000053200078,0.000034390494,0.000002706273,0.0000045249953,0.000079538266,0.018657804,0.9808391,0.000055631022,0.000028584294,0.00020035724],"study_design_scores_gemma":[0.00027464217,0.0004406648,0.00004883453,0.000037700338,0.000016335285,0.0000140571265,0.0000025091424,0.01598347,0.98306155,0.000005737255,0.000025624142,0.000088855995],"about_ca_topic_score_codex":0.000017973754,"about_ca_topic_score_gemma":1.9894765e-8,"teacher_disagreement_score":0.0026743328,"about_ca_system_score_codex":0.00004451976,"about_ca_system_score_gemma":0.000011591499,"threshold_uncertainty_score":0.4623307},"labels":[],"label_agreement":null}]}