{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":261,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":261,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"3a4942aa4624","filters":{"venue":"VTechWorks (Virginia Tech)"}},"results":[{"id":"W6987234693","doi":"","title":"In the Shadows of the Ivory Tower: Undocumented Undergraduates and the Liminal State of Immigration Reform","year":2015,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Liminality; Immigration; State (computer science); Population; Immigration reform; Quarter (Canadian coin); Sample (material); Private sector; Higher education","retraction":null,"screen_n_in":null,"score":{"opus":0.01434966156504852,"gpt":0.2987971731996406,"spread":0.284447511634592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001643908,0.00008798407,0.000145335,0.00005868666,0.0002543721,0.00005473536,0.0005084216,0.00005967263,0.00001908358],"category_scores_gemma":[0.0001436479,0.00003676299,0.00006161631,0.0005297314,0.00117479,0.0001972086,0.00005652453,0.0001719563,0.000001563843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004481415,"about_ca_system_score_gemma":0.0001396069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009521116,"about_ca_topic_score_gemma":0.01382286,"domain_scores_codex":[0.9987996,0.0002303628,0.000282286,0.0001189714,0.0003989263,0.0001698837],"domain_scores_gemma":[0.9992848,0.0001554855,0.0001998911,0.0002445224,0.00007859875,0.0000366985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000538489,0.0004808884,0.00524084,0.00004119555,0.00007258308,0.000002087248,0.5346113,0.00007233793,0.000596123,0.380732,0.01140904,0.06620314],"study_design_scores_gemma":[0.002254264,0.0002269421,0.009198796,0.0002573187,0.00005621933,0.000007760025,0.5966197,0.0003064623,0.002766432,0.08235897,0.3056263,0.0003208819],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185416,0.001770296,0.00004395888,0.06994248,0.0004007001,0.0005012396,0.000003642109,0.00001960696,0.008776508],"genre_scores_gemma":[0.9972692,0.00104461,0.00006016967,0.0003681337,0.00004525779,0.000027391,0.000001063281,0.000004399904,0.001179737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.298373,"threshold_uncertainty_score":0.9970745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2249658000","doi":"","title":"A Statistical Analysis and Model of the Residual Value of Different Types of Heavy Construction Equipment","year":2003,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Residual; Statistics; Value (mathematics); Econometrics; Mathematics; Engineering; Computer science; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.003973096745061567,"gpt":0.2099554387318356,"spread":0.2059823419867741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001457003,0.0002385579,0.0006147787,0.0002429874,0.00002334216,0.000007035669,0.0001523031,0.0003474541,0.00001917763],"category_scores_gemma":[0.0001311046,0.0001830719,0.0001413891,0.0003960727,0.0001227849,0.00001648962,0.00002763945,0.0003368907,1.877028e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004375789,"about_ca_system_score_gemma":0.00003599849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000294758,"about_ca_topic_score_gemma":0.00004060612,"domain_scores_codex":[0.9987528,0.00002852289,0.0005702322,0.0002013979,0.0002916352,0.0001553921],"domain_scores_gemma":[0.9991097,0.0001906534,0.0001711147,0.000394517,0.00009075912,0.00004320035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007396329,0.0001877014,0.007024628,0.002677144,0.001720495,8.696092e-7,0.0003709206,0.9411753,0.01653109,0.02613512,0.0001845166,0.003918176],"study_design_scores_gemma":[0.0007567297,0.000217931,0.1076896,0.001557381,0.005109862,0.000003157825,0.0002722145,0.5703827,0.3026001,0.01045692,0.00004563783,0.0009078371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575092,0.0006821202,0.04017685,0.000007293427,0.0003670252,0.0002866905,0.0003063088,0.00005196743,0.0006125658],"genre_scores_gemma":[0.9914088,0.0005748869,0.007789093,0.00000119376,0.00001040633,0.00001673826,0.00009839436,0.00003498971,0.00006550448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3707927,"threshold_uncertainty_score":0.7465457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7008804680","doi":"","title":"Dealing with conflict: Natural resources and dispute resolution","year":2016,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"General partnership; Natural resource; Sustainable development; Dispute resolution; Order (exchange); Conflict resolution; Resource (disambiguation); Resource management (computing)","retraction":null,"screen_n_in":null,"score":{"opus":0.00691407692719876,"gpt":0.2353429189384697,"spread":0.2284288420112709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004964907,0.001069651,0.00092572,0.001215909,0.0002561725,0.0002087976,0.0007099962,0.001225463,0.001443994],"category_scores_gemma":[0.00008226583,0.0007670872,0.0001345228,0.0005358667,0.0008816867,0.0001684909,0.0003526551,0.001262722,0.002518916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947783,"about_ca_system_score_gemma":0.00005681946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003100796,"about_ca_topic_score_gemma":0.0006654891,"domain_scores_codex":[0.9961579,0.0001282946,0.0004942238,0.001358069,0.0008424511,0.001019085],"domain_scores_gemma":[0.9973062,0.0001603766,0.0008291751,0.001331941,0.00008696809,0.0002853692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008466517,0.00008462276,0.0006566823,0.0002781986,0.0007579508,0.0002015131,0.0003248985,0.00001055214,0.00276003,0.01550651,0.9513337,0.02723871],"study_design_scores_gemma":[0.001441151,0.0001060206,0.0004153293,0.00339975,0.0002012539,0.0001442031,0.0000384934,0.0001055544,0.0001538871,0.000190739,0.9925262,0.001277379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001654048,0.0257875,0.003745687,0.0006765355,0.0007208047,0.002244497,0.0009747669,0.008498628,0.9556975],"genre_scores_gemma":[0.0334149,0.001196726,0.01358624,0.0001782768,0.001599983,0.0001665769,0.0001832046,0.00560201,0.9440721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04119256,"threshold_uncertainty_score":0.999478,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2301152932","doi":"","title":"Deep Energy Foundations: Geotechnical Challenges and Design Considerations","year":2013,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Geology; Engineering; Civil engineering; Construction engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02120248101996638,"gpt":0.2401359861719245,"spread":0.2189335051519581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003652145,0.0005129831,0.0004769193,0.0001853429,0.0004088054,0.0001502045,0.0003020617,0.001162149,0.007264251],"category_scores_gemma":[0.0001436203,0.0004651507,0.0001078009,0.0002549757,0.0002300223,0.000273415,0.000146808,0.0007968483,0.0007197183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298101,"about_ca_system_score_gemma":0.00003908922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001925128,"about_ca_topic_score_gemma":0.0003260353,"domain_scores_codex":[0.9975101,0.0001727504,0.0005675565,0.0008581,0.0004125762,0.0004789475],"domain_scores_gemma":[0.9984198,0.0003939218,0.0003106832,0.0006256758,0.00003339255,0.0002165815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000183714,0.0009046525,0.00002893456,0.0002777299,0.0007218908,0.0001442193,0.005026565,0.01983414,0.01239742,0.1804688,0.03637466,0.7436373],"study_design_scores_gemma":[0.002080857,0.0008766705,0.00398885,0.0008823198,0.0009008306,0.0002877434,0.002402897,0.07281602,0.00572047,0.658291,0.24686,0.004892386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05375553,0.1559246,0.1261499,0.009001855,0.005930552,0.009571938,0.00005503904,0.004596764,0.6350138],"genre_scores_gemma":[0.7462382,0.1126424,0.07658926,0.001000906,0.0005260487,0.002621903,0.001330976,0.0005820375,0.05846827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7387449,"threshold_uncertainty_score":0.99978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2184617477","doi":"","title":"The effects of self-processes and social capital on the educational outcomes of high school students","year":2003,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Social capital; Psychology; Mathematics education; Developmental psychology; Pedagogy; Sociology; Social science","retraction":null,"screen_n_in":null,"score":{"opus":0.006197071743006411,"gpt":0.2936580911035593,"spread":0.2874610193605529,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003977977,0.0002358036,0.0002848337,0.0001746588,0.0004738236,0.0001901654,0.001324524,0.000207492,0.00005473638],"category_scores_gemma":[0.0009181593,0.0001516543,0.000141696,0.0004476917,0.00009189642,0.0001078065,0.00007877193,0.0005394791,0.00002320908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004984899,"about_ca_system_score_gemma":0.0003897893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003872616,"about_ca_topic_score_gemma":0.00004302672,"domain_scores_codex":[0.9983191,0.0001725596,0.0004168701,0.000319193,0.0005812646,0.0001910409],"domain_scores_gemma":[0.9970997,0.001490805,0.0005850283,0.0004685742,0.0003121707,0.00004371716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005381718,0.002962391,0.03780505,0.002468061,0.001420809,0.000002054337,0.0259515,0.00001015204,0.0002355137,0.880326,0.03995686,0.008807736],"study_design_scores_gemma":[0.0009035025,0.0004675631,0.9606602,0.001210209,0.0002372237,0.000006722541,0.005829216,0.00001929628,0.002772382,0.01988549,0.007324622,0.0006835337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99117,0.0008391342,0.00027008,0.003858554,0.002096178,0.0005751981,0.000007119766,0.00008860957,0.00109512],"genre_scores_gemma":[0.9847344,0.0001370243,0.0006270428,0.0001572793,0.00006383453,0.0001755355,0.00003635949,0.00002461763,0.01404395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9228552,"threshold_uncertainty_score":0.6184282,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2276681050","doi":"","title":"Evaluating the suitability of Laricobius nigrinus Fender (Coleoptera: Derodontidae), a biological control agent for hemlock woolly adelgid, Adelges tsugae Annand (Hemiptera: Adelgidae)","year":2005,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hemiptera; Biology; Biological pest control; Bionomics; Fender; Zoology; Ecology; Larva; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02831331679645969,"gpt":0.2995486445493681,"spread":0.2712353277529084,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002406986,0.0008642522,0.001104972,0.0001849165,0.0006083588,0.00009160401,0.001369168,0.001314726,0.002335373],"category_scores_gemma":[0.0006148467,0.000640129,0.0006216644,0.000646193,0.000466436,0.0001713402,0.0003191305,0.001118657,0.0001286943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004551351,"about_ca_system_score_gemma":0.00009289219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002588797,"about_ca_topic_score_gemma":0.004682836,"domain_scores_codex":[0.9950429,0.0003628332,0.001350559,0.00139707,0.0007541239,0.001092539],"domain_scores_gemma":[0.9967368,0.0008535448,0.0009801015,0.001173541,0.0001050554,0.0001510072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01433959,0.006673615,0.1615025,0.001943061,0.00343291,0.0001117909,0.007572106,0.0371514,0.03348611,0.003810604,0.08270493,0.6472713],"study_design_scores_gemma":[0.00641908,0.00336167,0.9215841,0.0004936045,0.001207309,0.00003881174,0.001647172,0.006847058,0.003708212,0.003197068,0.04911857,0.002377292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793534,0.001582885,0.001631959,0.0006246848,0.0009659391,0.005360222,0.0002098837,0.0002204007,0.0100506],"genre_scores_gemma":[0.9894634,0.0002544597,0.002856107,0.0006557757,0.0001935546,0.001903743,0.0003805769,0.00008271473,0.004209597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7600816,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2269766500","doi":"","title":"Determining Sources of Fecal Pollution in Water for a Rural Virginia Community","year":2000,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Pollution; Environmental science; Fecal coliform; Water pollution; Environmental planning; Geography; Water resource management; Hydrology (agriculture); Environmental engineering; Water quality; Engineering; Environmental chemistry; Chemistry; Ecology; Geotechnical engineering; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01262518509699656,"gpt":0.2643816611737091,"spread":0.2517564760767125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001133565,0.0004193469,0.0005885039,0.0002642006,0.0002771342,0.00005336716,0.000651958,0.0007088976,0.001247493],"category_scores_gemma":[0.00006573246,0.0003579076,0.0002301264,0.0003113719,0.0001882481,0.000252104,0.0001203709,0.000952027,0.0001225673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755201,"about_ca_system_score_gemma":0.00002684446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279562,"about_ca_topic_score_gemma":0.002881885,"domain_scores_codex":[0.9974975,0.0003398737,0.0008291999,0.0003714704,0.0004193094,0.0005426365],"domain_scores_gemma":[0.9989399,0.0001405059,0.0002695349,0.0005331771,0.00001997376,0.00009695719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005341838,0.002675307,0.04518726,0.001739489,0.0002131805,0.00004628574,0.06315544,0.002578603,0.1504659,0.0005860432,0.004244533,0.7237661],"study_design_scores_gemma":[0.005467585,0.001253607,0.7295234,0.001760633,0.0002579477,0.00002548194,0.009347589,0.003304778,0.1943049,0.006885207,0.04495162,0.002917224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992075,0.00003322794,0.0002007198,0.0001289724,0.000235673,0.0007658005,0.00005042528,0.000119666,0.00639057],"genre_scores_gemma":[0.9944276,0.00002235383,0.0004767419,0.0001469802,0.00003364645,0.0001612062,0.0008185739,0.00006096474,0.003851956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7208489,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2592031931","doi":"","title":"Web-Crippling Strength of Multi-Web Cold-Formed Steel Deck Sections Subjected to End One Flange (EOF) Loading","year":2002,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cold-formed steel; Flange; Deck; Structural engineering; Engineering; Web application; High strength steel; Materials science; World Wide Web; Computer science; Finite element method","retraction":null,"screen_n_in":null,"score":{"opus":0.01452268457833361,"gpt":0.2357269999784123,"spread":0.2212043154000786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002166041,0.0009171711,0.00124992,0.001909853,0.0002616837,0.000143606,0.0007637846,0.001190298,0.0006445993],"category_scores_gemma":[0.0002526513,0.001065368,0.0004460858,0.002735902,0.00004936424,0.0001988137,0.00008403907,0.001605156,0.0001727663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005901264,"about_ca_system_score_gemma":0.00008346948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000307706,"about_ca_topic_score_gemma":0.003887959,"domain_scores_codex":[0.9963,0.00004793952,0.001161197,0.0008379174,0.0007331847,0.0009197287],"domain_scores_gemma":[0.9977985,0.0002233489,0.000357854,0.001032631,0.0002788003,0.000308843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005757134,0.0001059905,0.0003921043,0.0007248964,0.001049463,0.00002099669,0.0009372106,0.007405257,0.9813695,0.0001059447,0.001305689,0.006525361],"study_design_scores_gemma":[0.002287722,0.0001945395,0.014556,0.002689876,0.001799008,0.00002138215,0.001693064,0.07140003,0.8959627,0.00005613922,0.006287107,0.003052394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893722,0.001265082,0.0004834334,0.00001718823,0.001335643,0.0008947197,0.0002904227,0.002222389,0.004118918],"genre_scores_gemma":[0.9855056,0.0003933671,0.008875058,0.00001236537,0.0002685466,0.0002063762,0.0007585376,0.0003453689,0.003634769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08540678,"threshold_uncertainty_score":0.9991797,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W419336394","doi":"","title":"3D Pavement Surface Macrotexture: Measurements And Friction Relationships","year":2012,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Species evenness; Surface (topology); Texture (cosmology); Surface finish; Wavelength; Road surface; Photometric stereo; Frequency domain; Stereoscopy; Computer vision; Environmental science; Computer science; Remote sensing; Artificial intelligence; Optics; Geology; Mathematics; Materials science; Geometry; Image (mathematics); Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.04310666952379328,"gpt":0.2292756537628368,"spread":0.1861689842390435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008806637,0.000298144,0.0002344824,0.0000858446,0.0002441713,0.00007122356,0.0001436485,0.0002832235,0.0001522613],"category_scores_gemma":[0.00007303456,0.0002934066,0.00005280348,0.0003926421,0.0000407789,0.0003964956,0.00005969393,0.0005398553,0.0001791871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001817375,"about_ca_system_score_gemma":0.000007992232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068414,"about_ca_topic_score_gemma":0.00000839387,"domain_scores_codex":[0.9982544,0.00007055959,0.0003384134,0.0002473768,0.0004878939,0.0006014074],"domain_scores_gemma":[0.9992177,0.0000682069,0.00004954712,0.0003598273,0.00005849774,0.0002462058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008820112,0.0007746057,0.6843965,0.0005527302,0.0008887011,0.0000113238,0.002062469,0.05906263,0.1228518,0.00426214,0.01136841,0.1136805],"study_design_scores_gemma":[0.005349603,0.0002754205,0.5726661,0.00103831,0.0006988104,0.0000711823,0.001028563,0.06220623,0.1065139,0.002541132,0.2429266,0.00468416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179291,0.008223063,0.05704844,0.000216374,0.002021651,0.0008708453,0.00001677962,0.001637356,0.01203639],"genre_scores_gemma":[0.986934,0.0001945971,0.01246443,0.0000381186,0.0001337609,0.00003776842,0.00001024954,0.00007185949,0.0001151964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2315581,"threshold_uncertainty_score":0.9999518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2593776627","doi":"","title":"An Examination of Appalachian Forest Products Exports","year":2003,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Appalachia; Forestry; Geography; Agroforestry; Environmental science; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.006415265240196666,"gpt":0.2308498152343182,"spread":0.2244345499941216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005493195,0.0004401167,0.0003823529,0.0003162185,0.000134476,0.00005468604,0.0006283152,0.0004959456,0.003236524],"category_scores_gemma":[0.00007449032,0.0004480641,0.000100544,0.0009190215,0.0001368686,0.0003924665,0.00006209822,0.0004045702,0.0006480395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254008,"about_ca_system_score_gemma":0.000028221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247431,"about_ca_topic_score_gemma":0.0007614926,"domain_scores_codex":[0.9975835,0.00009260346,0.0005319745,0.0007299174,0.0006245382,0.000437481],"domain_scores_gemma":[0.9983045,0.00001989398,0.0005336477,0.0009976919,0.00002925354,0.0001150086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003443367,0.002942656,0.06260529,0.002099384,0.0002728789,0.0001243375,0.007672999,0.005535821,0.01952006,0.01948261,0.1978636,0.6815361],"study_design_scores_gemma":[0.001131767,0.0008971742,0.6599558,0.0005749118,0.000396333,0.00001504864,0.0006864839,0.00173778,0.01430305,0.002880945,0.3147354,0.002685306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7081787,0.0000892361,0.00006939509,0.00004893609,0.000633829,0.001001829,0.000012232,0.0001981083,0.2897677],"genre_scores_gemma":[0.9154875,0.00007920808,0.00140894,0.0000497023,0.0001179999,0.0001087818,0.001360583,0.0001027568,0.08128458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6788508,"threshold_uncertainty_score":0.9997971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1897963677","doi":"","title":"Utilization and Implementation of Atmospheric Monitoring Systems in United States Underground Coal Mines and Application of Risk Assessment","year":2013,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coal mining; Environmental science; Coal; Environmental planning; Mining engineering; Engineering; Waste management","retraction":null,"screen_n_in":null,"score":{"opus":0.01317059328450793,"gpt":0.2773591392621533,"spread":0.2641885459776454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002998949,0.0001903346,0.0003665613,0.0001548244,0.00007303774,0.00005355138,0.0001020518,0.0002343182,0.00004295752],"category_scores_gemma":[0.00002283397,0.0001648709,0.00003259514,0.0005714911,0.00004206656,0.0001258719,0.000009247334,0.0001683715,0.000001155014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009805481,"about_ca_system_score_gemma":0.00002357818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04641673,"about_ca_topic_score_gemma":0.007274082,"domain_scores_codex":[0.9986569,0.00009705997,0.0005466597,0.0003065531,0.0002356301,0.0001572215],"domain_scores_gemma":[0.9989088,0.0001752739,0.000589669,0.0001456369,0.0001332488,0.00004734014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001944076,0.00002070988,0.8309901,0.0003016248,0.00004452524,4.012241e-7,0.000313321,0.05527589,0.00006394811,0.00006098757,0.000008086828,0.1129009],"study_design_scores_gemma":[0.0002085208,0.00007264832,0.6417496,0.0001636978,0.0000930479,6.08855e-7,0.007904727,0.3489325,0.00007404497,0.0005868048,0.00007315652,0.0001407366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904995,0.003095594,0.005748479,0.00001446552,0.000110881,0.0003648049,0.00007924374,0.00002898915,0.00005802995],"genre_scores_gemma":[0.9890878,0.005625117,0.001570825,0.000001842886,0.00002653142,0.00001655439,0.0036205,0.00000702585,0.0000438414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2936566,"threshold_uncertainty_score":0.9599333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594620704","doi":"","title":"Modeling Students' Units Coordinating Activity","year":2014,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics; National Science Foundation","keywords":"Computer science; Psychology; Mathematics education","retraction":null,"screen_n_in":null,"score":{"opus":0.04166485957772362,"gpt":0.4042127391523427,"spread":0.3625478795746191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005040511,0.0008340696,0.001014509,0.0008811002,0.0006528752,0.0002022777,0.001268761,0.001742209,0.0008359279],"category_scores_gemma":[0.001230065,0.0008742327,0.0002046676,0.001594947,0.00006472802,0.0001200878,0.0001330161,0.005394991,0.0004623167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912713,"about_ca_system_score_gemma":0.0001158282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005975357,"about_ca_topic_score_gemma":0.0000713773,"domain_scores_codex":[0.9944739,0.001871517,0.000750311,0.001217516,0.0007835563,0.0009031591],"domain_scores_gemma":[0.9969417,0.0005303575,0.000701118,0.00119023,0.0005076436,0.0001288786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009676001,0.0008041707,0.003268434,0.0004547647,0.001206566,0.00009696165,0.01724449,0.003126972,0.004210216,0.01939856,0.008622429,0.9405988],"study_design_scores_gemma":[0.02309596,0.004967227,0.1747703,0.02004007,0.004389375,0.0003079779,0.05467168,0.1546799,0.007857438,0.01780078,0.5085415,0.02887782],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7583976,0.0002802308,0.1335558,0.00007119133,0.004301266,0.0005484962,0.00001443389,0.001248689,0.1015823],"genre_scores_gemma":[0.9337171,0.000009238018,0.003972622,0.0001228469,0.000725654,0.0001798123,0.0004573093,0.0003091725,0.0605063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.911721,"threshold_uncertainty_score":0.9995537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210728416","doi":"","title":"Rethinking Smart Home Design: Integrating Architectural Perspectives and Technologically-driven Design Thinking within a Framework","year":2021,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics","keywords":"Architectural engineering; Design thinking; Architectural design; Engineering; Architecture; Systems engineering; Computer science; Human–computer interaction; Visual arts; Art","retraction":null,"screen_n_in":null,"score":{"opus":0.01632156331068505,"gpt":0.2286110211139502,"spread":0.2122894578032652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0007268416,0.00121884,0.001249458,0.000970482,0.0006397265,0.0006717152,0.001207851,0.003237099,0.00008249134],"category_scores_gemma":[0.001254439,0.001130843,0.0002818455,0.001348362,0.0003411143,0.000241293,0.0003195508,0.005921215,0.0000125181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003355479,"about_ca_system_score_gemma":0.0001153808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002499007,"about_ca_topic_score_gemma":0.0000873048,"domain_scores_codex":[0.9960815,0.000156283,0.0009037469,0.001229134,0.0006528542,0.0009764589],"domain_scores_gemma":[0.9972657,0.001007752,0.0003645026,0.001044843,0.0001951532,0.000122026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007726865,0.0003864295,0.001271497,0.003868946,0.004633375,0.002059798,0.2246405,0.0937188,0.04912098,0.2938101,0.003078591,0.3226382],"study_design_scores_gemma":[0.001145567,0.0008829783,0.001072161,0.01810699,0.0006703796,0.0004780304,0.1398638,0.0870946,0.05445347,0.6891366,0.0008433098,0.006252198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2981138,0.02359342,0.656472,0.000482881,0.0022058,0.001895582,0.00002676219,0.01520467,0.002005073],"genre_scores_gemma":[0.6354571,0.001489967,0.3618585,0.0000405952,0.0001879303,0.0003349819,0.0001008453,0.0002899982,0.0002400605],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3953264,"threshold_uncertainty_score":0.9991142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2567721546","doi":"","title":"Improving Airport Pavement Management Using An Analytical Hierarchy Process Decision Making Tool","year":2015,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Waterloo; Ontario Centres of Excellence","keywords":"Analytic hierarchy process; Pavement management; Process (computing); Computer science; Operations research; Engineering; Transport engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01859830838668063,"gpt":0.2814189713108459,"spread":0.2628206629241652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005592905,0.0003901006,0.0003305777,0.000387406,0.0001521242,0.0001767251,0.0004714263,0.0002259913,0.0000305666],"category_scores_gemma":[0.00004223747,0.0003736068,0.00008875546,0.0005856059,0.00005241754,0.00050621,0.0001892572,0.0004987404,0.00001932312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004893261,"about_ca_system_score_gemma":0.00004564059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008306962,"about_ca_topic_score_gemma":0.000003903204,"domain_scores_codex":[0.9976001,0.00001793558,0.0005271258,0.0004905163,0.0006086037,0.0007557502],"domain_scores_gemma":[0.9989182,0.00002568404,0.00008730367,0.0006533946,0.0001171941,0.0001982152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009530867,0.00009891984,0.003092039,0.000261167,0.000150663,0.0004137262,0.0006275342,0.3713704,0.001538443,0.001937986,0.0008388999,0.619575],"study_design_scores_gemma":[0.00130017,0.0001760555,0.001444282,0.0009371478,0.0001583072,0.0001031627,0.001592548,0.9726343,0.004489135,0.007663046,0.00820777,0.001294051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5052179,0.0001017913,0.4900808,0.00001285106,0.00106412,0.0004109311,0.000003801272,0.0008530727,0.002254765],"genre_scores_gemma":[0.9304807,0.00001273695,0.0688392,0.0000689135,0.0004037691,0.00004095266,0.000007478999,0.0001052096,0.00004108518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6182809,"threshold_uncertainty_score":0.9998716,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7029190501","doi":"","title":"Hyper-Kamiokande Physics Opportunities","year":2018,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Detector; Neutrino; Neutrino oscillation; Baseline (sea); Neutrino detector; Cherenkov radiation; Current (fluid); Cherenkov detector; Solar neutrino problem","retraction":null,"screen_n_in":null,"score":{"opus":0.04997061082777329,"gpt":0.2661609926125789,"spread":0.2161903817848056,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005819764,0.001681796,0.00154852,0.001192709,0.0002421458,0.0002551168,0.001983781,0.002310247,0.03209497],"category_scores_gemma":[0.0001188049,0.001689801,0.0005182441,0.001178721,0.001292994,0.0002156294,0.0006679997,0.001350974,0.0852558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003176405,"about_ca_system_score_gemma":0.00034657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002159168,"about_ca_topic_score_gemma":0.0001787256,"domain_scores_codex":[0.9947255,0.0001993488,0.0007667253,0.001532524,0.00126911,0.001506775],"domain_scores_gemma":[0.994975,0.0001169595,0.001059219,0.003222088,0.0001789832,0.0004477485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003741281,0.0001942116,0.00006199687,0.0001257949,0.0003199783,0.00009673041,0.00005340873,0.000001786934,0.0002397127,0.004669309,0.967928,0.02627167],"study_design_scores_gemma":[0.0007808614,0.0001412885,0.00001651888,0.001322428,0.0003036972,0.00005349107,0.0001289792,0.00008033743,0.0004132741,0.00206835,0.9926906,0.002000181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005384667,0.001736129,0.002301773,0.00016921,0.001711414,0.001139859,0.001082558,0.01014748,0.9816577],"genre_scores_gemma":[0.001060311,0.0009926853,0.005301422,0.0003598836,0.005393689,0.0002466321,0.0007251874,0.00873492,0.9771852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05316083,"threshold_uncertainty_score":0.9995929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2337565535","doi":"","title":"Prediction of International Flight Operations at U.S. Airports","year":2006,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Aeronautics; Aerospace engineering; Engineering; Operations research; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.00465193264311221,"gpt":0.186771155681357,"spread":0.1821192230382448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010828,0.0003376574,0.000300268,0.0005196729,0.0001047594,0.0000509303,0.000313608,0.0005396832,0.0008142965],"category_scores_gemma":[0.00001472208,0.0003787817,0.000138894,0.0003568728,0.00002550152,0.0002167108,0.00003645353,0.000317544,0.00005249709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203433,"about_ca_system_score_gemma":0.00002225552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001920229,"about_ca_topic_score_gemma":0.0004006645,"domain_scores_codex":[0.9984179,0.00001115056,0.0006302688,0.0003166353,0.0004087289,0.0002153622],"domain_scores_gemma":[0.9993271,0.00001534857,0.0001308573,0.0003554182,0.0001281373,0.00004312058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003914641,0.0001049734,0.0005484592,0.0003404202,0.0002760257,0.00001101952,0.0002525535,0.8375093,0.001574502,0.001523149,0.1462889,0.01153158],"study_design_scores_gemma":[0.001097006,0.0000824298,0.01415126,0.000820075,0.0004346014,0.000008319991,0.0002050448,0.6612062,0.01221362,0.0001723449,0.3084609,0.001148133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1375438,0.002524147,0.08457596,0.0002127888,0.01709305,0.002561064,0.000777918,0.005557136,0.7491541],"genre_scores_gemma":[0.8640026,0.001872251,0.006587043,0.00001995102,0.0007493253,0.0002599418,0.04002966,0.0002678515,0.08621134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7264588,"threshold_uncertainty_score":0.9998664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6983637498","doi":"","title":"Network-Based Naval Ship Distributed System Design and Mission Effectiveness using Dynamic Architecture Flow Optimization","year":2021,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Naval Sea Systems Command; U.S. Naval Academy; Office of Naval Research; Memorial University of Newfoundland; Virginia Polytechnic Institute and State University; Technische Universiteit Delft; U.S. Navy; Ministère de la Défense Nationale; University College London; Massachusetts Institute of Technology; International Business Machines Corporation","keywords":"Naval architecture; Systems design; Architecture; Process (computing); Systems architecture; Architecture framework; Component (thermodynamics); Energy flow; Design process","retraction":null,"screen_n_in":null,"score":{"opus":0.007193383512664915,"gpt":0.2237404938012334,"spread":0.2165471102885685,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008348019,0.0006747489,0.0006732588,0.0001422983,0.0006789735,0.0001465493,0.0003922555,0.001019879,0.0008196054],"category_scores_gemma":[0.00006084786,0.0006333928,0.0001703956,0.001129287,0.0001207127,0.0001112903,0.00007770373,0.0008700375,0.00001088553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358609,"about_ca_system_score_gemma":0.0001342164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000120635,"about_ca_topic_score_gemma":0.00003864311,"domain_scores_codex":[0.99663,0.0004264524,0.0005508938,0.001116745,0.0006049391,0.0006710381],"domain_scores_gemma":[0.9985294,0.0002626406,0.0003122489,0.0005804573,0.00004317895,0.0002720489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002947631,0.00008611733,0.0004591116,0.0005085387,0.00002115042,0.00008633747,0.00005347382,0.9874681,0.00234921,0.000007379494,0.00008553549,0.00858023],"study_design_scores_gemma":[0.000601682,0.00008631251,0.003262563,0.003253632,0.0002202223,0.00003627388,0.00008707631,0.9907957,0.0005550119,0.00006140545,0.000279246,0.0007609017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0548088,0.0006785944,0.941754,0.00002926054,0.0004872514,0.001246445,0.00007282376,0.0003754864,0.0005473804],"genre_scores_gemma":[0.7847381,0.00005191782,0.208012,0.00002847181,0.00009446892,0.00009684626,0.006302785,0.0002151894,0.0004602561],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.733742,"threshold_uncertainty_score":0.9996117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7005996294","doi":"","title":"Soluble fiber and resistant starch components in some Indian and Canadian wheat varieties and in a wheat-soy product - Chapati","year":2004,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Starch; Wheat flour; Limiting; Liquation; Sugar","retraction":null,"screen_n_in":null,"score":{"opus":0.02344131022076547,"gpt":0.2035495771868732,"spread":0.1801082669661077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007101197,0.0003950174,0.0008431125,0.001691455,0.0002545323,0.0002705443,0.0002176545,0.0003895394,0.0004143152],"category_scores_gemma":[0.00006473163,0.0004843845,0.00004435483,0.0003669868,0.0002139976,0.000374786,0.0001145012,0.0005408133,0.0001615569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004446956,"about_ca_system_score_gemma":0.0001479987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1080131,"about_ca_topic_score_gemma":0.2831328,"domain_scores_codex":[0.997412,0.00001654134,0.000736715,0.001105778,0.00006379816,0.0006651414],"domain_scores_gemma":[0.9991325,0.00003720797,0.0002492514,0.0003501842,0.00002422144,0.0002066182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004785176,0.001538967,0.4955243,0.008858784,0.001657777,0.001008906,0.1729795,0.000407981,0.0005608247,0.2094247,0.05376484,0.04948829],"study_design_scores_gemma":[0.00552402,0.0003869444,0.6782874,0.001911088,0.00005794637,0.00002103888,0.009110995,0.0002775372,0.0001086994,0.06324784,0.2378623,0.003204183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601448,0.01506897,4.526226e-7,0.0005127444,0.001023958,0.0007959208,0.0005255114,0.00003419425,0.02189349],"genre_scores_gemma":[0.9580382,0.004624063,0.0002116894,0.00008022765,0.00005840095,0.0001040366,0.0002811218,0.00006142034,0.03654083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1840975,"threshold_uncertainty_score":0.9997608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7055807270","doi":"","title":"Development of an Injectable Hydrogel Platform to Capture and Eradicate Glioblastoma Cells with Chemical and Physical Stimuli","year":2023,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Laser Design and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Philanthropic Educational Organization; Wake Forest University; National Science Foundation","keywords":"Glioblastoma; Glioma; Parenchyma; Stem cell; Radiation therapy; Adjuvant; Brain tumor; U87","retraction":null,"screen_n_in":null,"score":{"opus":0.007506791038822784,"gpt":0.2208199550312421,"spread":0.2133131639924193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007366327,0.0003927882,0.0004386124,0.0002291727,0.00008071357,0.00004848489,0.0002202222,0.000360274,0.000007383826],"category_scores_gemma":[0.00000513604,0.0003599868,0.0000312697,0.0005562961,0.00004490479,0.0001012101,0.00004308212,0.0004758465,0.00002327145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005746935,"about_ca_system_score_gemma":0.00006235866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001398205,"about_ca_topic_score_gemma":0.0001171102,"domain_scores_codex":[0.9986969,0.00000370542,0.0002944031,0.000437329,0.0002492867,0.0003184275],"domain_scores_gemma":[0.9992959,0.00004707531,0.00007340271,0.0003167688,0.00004007834,0.0002267758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00038584,0.0002503596,0.00001575407,0.001259452,0.0003569941,0.00002941217,0.01211063,0.00355214,0.9323838,0.0005579048,0.003276168,0.04582158],"study_design_scores_gemma":[0.0007091786,0.0001704867,0.0002938689,0.0006344148,0.0001484858,0.00001692787,0.001156449,0.02151012,0.9697874,0.0004580973,0.004051747,0.001062779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975054,0.00006867448,0.0007206703,0.0000124615,0.00005642609,0.0005356428,0.00005497193,0.0005772947,0.000468453],"genre_scores_gemma":[0.9841875,0.0000273851,0.01427594,0.00001356375,0.00006224212,0.0002701565,0.0003397947,0.0001708266,0.0006525542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0447588,"threshold_uncertainty_score":0.9998852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2186215352","doi":"","title":"Insect Faunal Succession and Development of Forensically Important Flies on Deer Carcasses in Southwest Virginia","year":2012,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ecological succession; Forensic entomology; Ecology; Geography; Biology; Forestry; Larva","retraction":null,"screen_n_in":null,"score":{"opus":0.01823696187846011,"gpt":0.246067910925885,"spread":0.2278309490474249,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003880912,0.0004892168,0.0007012913,0.0001301271,0.000270137,0.00003708805,0.0002778428,0.0007302968,0.0001676801],"category_scores_gemma":[0.0001120939,0.0002145834,0.0001072075,0.0003693802,0.0002012517,0.0001187725,0.0001169596,0.0005941972,0.00001785819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005455293,"about_ca_system_score_gemma":0.00004219366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003581282,"about_ca_topic_score_gemma":0.02086514,"domain_scores_codex":[0.9977036,0.00006472463,0.0007925429,0.000543405,0.0003834437,0.0005122554],"domain_scores_gemma":[0.9989285,0.0002942125,0.000435745,0.0001179633,0.0001131443,0.0001103935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001113393,0.0006037271,0.6540639,0.0002776523,0.0001792072,0.00006740033,0.004380903,0.00000350151,0.03664083,0.001734377,0.0005812836,0.3003538],"study_design_scores_gemma":[0.0002883222,0.0002714637,0.9834183,0.0005839035,0.00003986769,0.000008271915,0.001561068,0.000002829833,0.008661839,0.0004627391,0.004207049,0.0004943108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951944,0.001681906,0.000001617418,0.0001007018,0.0004521749,0.0003319363,0.00004804402,0.00008432902,0.002104876],"genre_scores_gemma":[0.9979488,0.0002456026,0.0004304356,0.00005630838,0.0001255301,0.00006911193,0.0007322093,0.000006596099,0.0003854204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3293544,"threshold_uncertainty_score":0.9970015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7069991902","doi":"","title":"Opportunities for adaptation to climate change: A comparative analysis of Indigenous fisheries systems in the Canadian Arctic and Eastern Sri Lanka","year":2020,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Indigenous; Adaptation (eye); Work (physics); Sri lanka; Arctic; The arctic","retraction":null,"screen_n_in":null,"score":{"opus":0.1281568609428319,"gpt":0.3448974696011748,"spread":0.2167406086583429,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434076,0.0002359686,0.0005920886,0.0009924748,0.0005968445,0.0002836506,0.000400435,0.0003080933,0.00001786501],"category_scores_gemma":[0.000156815,0.0002314072,0.000100319,0.001368327,0.0001133136,0.0004723794,0.00001181107,0.0002661535,0.000002258842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002298572,"about_ca_system_score_gemma":0.001096516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4880882,"about_ca_topic_score_gemma":0.9788522,"domain_scores_codex":[0.9978915,0.0005452092,0.0004836931,0.0003472093,0.0003569209,0.0003754628],"domain_scores_gemma":[0.9985202,0.0003492738,0.0003529306,0.0002367724,0.0003541294,0.0001866777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006789492,0.00003133324,0.004008517,0.0002689577,0.0001847998,0.000007149154,0.9856203,0.00002630866,0.000002128928,0.006893554,0.0004519653,0.002437124],"study_design_scores_gemma":[0.0001143951,0.0001090572,0.01199627,0.0003737246,0.0004031887,5.51892e-7,0.9353003,0.0005453256,0.000003300245,0.0002424624,0.05061419,0.0002972481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9241027,0.002804298,0.0001311234,0.034742,0.001253341,0.01046347,0.001324646,0.0001775887,0.02500084],"genre_scores_gemma":[0.9954812,0.0005153989,0.0001491754,0.0002537416,0.0001447664,0.001218975,0.001352489,0.00001801348,0.0008662764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.490764,"threshold_uncertainty_score":0.9436513,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3157265736","doi":"","title":"Reducing Human Disturbance to Atlantic Flyway Shorebirds Using Social Science Methods","year":2021,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Flyway; Disturbance (geology); Geography; Environmental science; Ecology; Fishery; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01407822817559315,"gpt":0.3315524654087265,"spread":0.3174742372331334,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002765004,0.0008179797,0.001050318,0.0004717592,0.001678513,0.0004994205,0.001881931,0.0007740337,0.001100917],"category_scores_gemma":[0.0005077514,0.0008738192,0.000299414,0.003824911,0.0004246933,0.0004827129,0.0006558379,0.001256808,0.0003167921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192448,"about_ca_system_score_gemma":0.0001830958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492133,"about_ca_topic_score_gemma":0.0006979072,"domain_scores_codex":[0.9938472,0.0003380311,0.0009181725,0.002092063,0.001514606,0.001289962],"domain_scores_gemma":[0.9976284,0.0001493853,0.0005767796,0.001212741,0.00008269103,0.0003500281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000441649,0.0001648128,0.002357092,0.0003079904,0.00005926338,0.00009712123,0.003434229,0.0003796702,0.8949845,0.0003869191,0.003478574,0.09430567],"study_design_scores_gemma":[0.002410488,0.0009862824,0.279779,0.01167986,0.001474148,0.000385082,0.006424826,0.03782038,0.5412597,0.001884464,0.1008206,0.0150751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555146,0.0002549228,0.004889426,0.00008721619,0.003185077,0.00136489,0.00001863318,0.000537386,0.0341479],"genre_scores_gemma":[0.96098,0.000009253421,0.03265785,0.0001079686,0.0005503218,0.0001479661,0.0001910681,0.0002396795,0.005115868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3537247,"threshold_uncertainty_score":0.9998122,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1528110141","doi":"","title":"Weed management in conventional, no-till, and transgenic corn with mesotrione combinations and other herbicides","year":2002,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mesotrione; Lambsquarters; Ambrosia artemisiifolia; Agronomy; Foxtail; Weed control; Biology; Chenopodium; Atrazine; Ragweed; Weed; Glyphosate; Acetochlor; Glufosinate; Pesticide","retraction":null,"screen_n_in":null,"score":{"opus":0.01050626613150464,"gpt":0.2162762155389355,"spread":0.2057699494074309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001561356,0.0003274141,0.0003768458,0.00009676773,0.0002482128,0.000111833,0.0002256838,0.0003357337,0.0007031627],"category_scores_gemma":[0.000007221235,0.0001603786,0.00007295428,0.0005323293,0.00009688812,0.00009510002,0.00002553707,0.0003561233,0.00004977299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003274696,"about_ca_system_score_gemma":0.00000658713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000748603,"about_ca_topic_score_gemma":0.005548089,"domain_scores_codex":[0.9984905,0.00004182701,0.0003684002,0.0005477099,0.0002560808,0.0002954897],"domain_scores_gemma":[0.9994131,0.0001243092,0.0001768171,0.0001145365,0.0000769192,0.00009436878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001751335,0.003461169,0.004010793,0.000830946,0.001393346,0.00008201151,0.001101803,0.0000244276,0.1885518,0.1500532,0.007420311,0.6413189],"study_design_scores_gemma":[0.00526314,0.001154949,0.6871696,0.00129596,0.0006614754,0.00003522623,0.002447462,0.0007460648,0.0005503244,0.01437533,0.2842377,0.002062808],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955346,0.003906358,0.00003905377,0.002164607,0.0001274149,0.002722418,0.0001490635,0.0002964672,0.03524857],"genre_scores_gemma":[0.9849649,0.0003798874,0.0003673905,0.0002238153,0.00006881972,0.0007902511,0.0004512761,0.000009872757,0.01274381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6831588,"threshold_uncertainty_score":0.7699139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2181348492","doi":"","title":"Mating Success in Low-Density Gypsy Moth Populations","year":2003,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Insect Pheromone Research and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gypsy moth; Mating disruption; Lymantria dispar; Mating; Biology; Sex pheromone; Population; Ecology; Pheromone; Insect; Zoology; Pheromone trap; Reproductive success; Lepidoptera genitalia; Demography","retraction":null,"screen_n_in":null,"score":{"opus":0.01475594154554265,"gpt":0.2586863751222903,"spread":0.2439304335767476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004802242,0.0004053987,0.0005114349,0.0001041381,0.0003728582,0.0002075754,0.0005772024,0.000748475,0.001104838],"category_scores_gemma":[0.0002067417,0.0001973947,0.0002133084,0.001119752,0.00003776562,0.0001916147,0.00004788405,0.001091131,0.0001321474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129759,"about_ca_system_score_gemma":0.00004460852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980619,"about_ca_topic_score_gemma":0.02329361,"domain_scores_codex":[0.9973293,0.0001873014,0.0005520249,0.000621791,0.0005514813,0.0007581101],"domain_scores_gemma":[0.9991063,0.0001489567,0.0002628479,0.0001821137,0.0001391668,0.0001605624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008030001,0.001515407,0.04054929,0.0005018011,0.0001653458,0.0003648332,0.0006908553,0.0001678239,0.3300974,0.00847794,0.006286235,0.6103801],"study_design_scores_gemma":[0.002280393,0.0008710398,0.9086612,0.003321406,0.0001587485,0.00005168485,0.003894347,0.002470996,0.04612088,0.02210761,0.005556251,0.004505403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984563,0.0004687812,0.00001146703,0.0002728017,0.0003850294,0.0007119667,0.00004932918,0.0002032762,0.01333438],"genre_scores_gemma":[0.9908671,0.0001064037,0.0001638656,0.00009159303,0.0002258075,0.0001349835,0.001202862,0.000008183334,0.007199158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.868112,"threshold_uncertainty_score":0.9998083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3160456410","doi":"","title":"Weighing Challenges, stimulus hopes in US, Canada","year":2020,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.06273452116561999,"gpt":0.3400824314176591,"spread":0.2773479102520391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004170126,0.000226688,0.0003413334,0.0001251952,0.0003784658,0.00001597863,0.0003484875,0.0003138978,0.000484186],"category_scores_gemma":[0.0004104471,0.0002366257,0.00004379802,0.0004701275,0.00004060036,0.0001597253,0.00011604,0.001095548,0.0001953063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004637081,"about_ca_system_score_gemma":0.0009723836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.153974,"about_ca_topic_score_gemma":0.4045431,"domain_scores_codex":[0.9977551,0.0002162167,0.0005887034,0.0004448108,0.0003120813,0.0006830519],"domain_scores_gemma":[0.9987422,0.0003398936,0.0001682966,0.0003606007,0.0001081798,0.0002808114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003388993,0.0004681748,0.06490259,0.003697031,0.00009836964,0.0001461978,0.04082085,0.0003660294,0.0004949191,0.01194743,0.7688499,0.1078696],"study_design_scores_gemma":[0.001224072,0.00008672185,0.03244922,0.0009955138,0.00002094644,0.000001157237,0.01436501,0.000873686,0.000081436,0.001165542,0.9482734,0.0004633489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5957189,0.02282979,0.00148689,0.303295,0.01197207,0.002876109,0.0001826258,0.001638492,0.06000018],"genre_scores_gemma":[0.9878351,0.003229795,0.0009989175,0.005987271,0.001279444,0.0001248694,0.00005350489,0.00006048846,0.0004305766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3921163,"threshold_uncertainty_score":0.9649315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808459067","doi":"","title":"Terrigenous Grain-Size Record of the Newfoundland Ridge Contourite Drift, IODP Site U1411: The First Physical Proxy Record of North Atlantic Abyssal Current Intensity during the Eocene-Oligocene Transition","year":2016,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Terrigenous sediment; Geology; Contourite; Ridge; Abyssal zone; Oceanography; Paleontology; Geomorphology; Sediment; Turbidite","retraction":null,"screen_n_in":null,"score":{"opus":0.007775273174613447,"gpt":0.2233797841740701,"spread":0.2156045109994566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007704652,0.0005294986,0.0008673675,0.0001611069,0.001011966,0.00004879935,0.001278869,0.0004805552,0.0001723767],"category_scores_gemma":[0.0002040524,0.0002627151,0.0004613621,0.0006176432,0.0008523635,0.0001332192,0.0000592596,0.001735315,0.00007430632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001472514,"about_ca_system_score_gemma":0.0002142296,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003872208,"about_ca_topic_score_gemma":0.2335645,"domain_scores_codex":[0.9967977,0.0004061897,0.0007451082,0.0006389825,0.0006426428,0.0007693493],"domain_scores_gemma":[0.9970248,0.0008108401,0.0007406836,0.0009598285,0.000360653,0.0001032092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001005366,0.0000967018,0.9893626,0.0003949318,0.0001423098,0.00001689597,0.001501419,0.00002357611,0.00005633299,0.00001639755,0.0002340714,0.007149393],"study_design_scores_gemma":[0.0006051664,0.0001994875,0.9944775,0.0007017964,0.0001891656,0.00006683017,0.0001084468,0.0003888114,0.0002278067,0.0006220844,0.002079076,0.0003337893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940791,0.0007754589,0.00001790093,0.001179159,0.001608314,0.001293608,0.0003105428,0.00006979628,0.0006661236],"genre_scores_gemma":[0.9978347,0.0009076017,0.00002070416,0.00006312049,0.0003597845,0.00002857254,0.0003888055,0.0000229808,0.000373673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296923,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2589070312","doi":"","title":"Building Community Resilience and Supporting Vulnerable Populations: Social Networks and Community Capacity","year":2009,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"University of North Carolina at Chapel Hill","keywords":"Resilience (materials science); Community resilience; Environmental resource management; Environmental planning; Sociology; Geography; Computer science; Environmental science; Resource (disambiguation)","retraction":null,"screen_n_in":null,"score":{"opus":0.04641894040828506,"gpt":0.3390434217103747,"spread":0.2926244813020896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004829025,0.000206837,0.0002675742,0.0001426814,0.009828443,0.000402075,0.000611524,0.0002421342,0.00002757963],"category_scores_gemma":[0.0006262879,0.0002141092,0.0000491243,0.0006791932,0.0008971043,0.000654998,0.0002920412,0.001957389,0.0000022703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007426868,"about_ca_system_score_gemma":0.00002759103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003851779,"about_ca_topic_score_gemma":0.002227443,"domain_scores_codex":[0.9967281,0.001731168,0.0003503204,0.000241673,0.0003379709,0.0006107232],"domain_scores_gemma":[0.9988062,0.0004010318,0.0002115799,0.000361678,0.00006484333,0.000154608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007192319,0.0006663006,0.03865721,0.00009303503,0.00004075052,0.00001263631,0.05503293,0.0009751163,0.001015607,0.5507218,0.004506805,0.3482058],"study_design_scores_gemma":[0.001429396,0.000483406,0.5883411,0.0004852483,0.0001618201,0.00001557507,0.08929163,0.008634483,0.0001268563,0.2896122,0.01961637,0.001801981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581303,0.0001739803,0.009808478,0.001451085,0.0001485138,0.0003801487,0.000003135239,0.0003457408,0.02955861],"genre_scores_gemma":[0.9959009,0.00008910087,0.003069222,0.0003684803,0.0001328343,0.000009852646,0.000004188315,0.00001221174,0.0004131763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5496839,"threshold_uncertainty_score":0.9914606,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2587485256","doi":"","title":"Third-quarter report indicates significant increase in research awards","year":2005,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Political science; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.03498560684445263,"gpt":0.4249907439756366,"spread":0.390005137131184,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002938459,0.0002658578,0.0005663309,0.0008046511,0.0001955551,0.00002421939,0.0003603398,0.0006406733,0.0005663963],"category_scores_gemma":[0.000659765,0.0002187158,0.0001167016,0.001164117,0.0006649337,0.0001886349,0.00009504698,0.002024591,0.0002990379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005010989,"about_ca_system_score_gemma":0.0003804969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000832369,"about_ca_topic_score_gemma":0.0000701634,"domain_scores_codex":[0.9969737,0.0002172391,0.0006983934,0.0006840418,0.0006456543,0.0007809688],"domain_scores_gemma":[0.998023,0.0005246638,0.0001599325,0.000901218,0.0001387817,0.0002524105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004001215,0.004840279,0.3846358,0.000230335,0.0004096723,0.02046351,0.00284043,0.0002597934,0.03221617,0.005957826,0.2676999,0.2764451],"study_design_scores_gemma":[0.004537681,0.001228664,0.0855993,0.0005008341,0.00006067031,0.002646415,0.0005352785,0.000825533,0.01172638,0.0043689,0.8873039,0.0006664364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8805865,0.00318463,0.004165605,0.03092184,0.000584811,0.001898273,0.00001161691,0.0007831903,0.07786354],"genre_scores_gemma":[0.9776924,0.0007563764,0.01477973,0.001140083,0.001029201,0.0001815438,0.00002899138,0.00005894051,0.004332695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6196041,"threshold_uncertainty_score":0.8918972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3205480373","doi":"","title":"Impacts of COVID-19 on U.S. crustaceanfarms: Quarter 1 ResultsMarch 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pandemic; Virology; Geography; Medicine; Outbreak","retraction":null,"screen_n_in":null,"score":{"opus":0.01634137904264252,"gpt":0.2564373130301607,"spread":0.2400959339875182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005887267,0.0003835066,0.0005323708,0.00005173023,0.0002655229,0.0001795459,0.0006924423,0.0003773269,0.002959874],"category_scores_gemma":[0.001131522,0.0001809825,0.0002471703,0.001698876,0.0001296065,0.0001562912,0.000225189,0.0004832671,0.0005618306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148358,"about_ca_system_score_gemma":0.0001663607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004899051,"about_ca_topic_score_gemma":0.00195881,"domain_scores_codex":[0.9970301,0.0002224184,0.0005986296,0.0008007013,0.0006112374,0.0007369384],"domain_scores_gemma":[0.9979569,0.0006996495,0.0002100944,0.000356916,0.0002442691,0.0005322132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00166283,0.0005750041,0.001656856,0.00009138395,0.0001117975,0.000473905,0.0007282426,0.0002853884,0.676311,0.002514805,0.2906712,0.02491763],"study_design_scores_gemma":[0.002304017,0.003845644,0.05735534,0.0003371233,0.00008723485,0.0001057191,0.004386453,0.0001530708,0.04981009,0.00456738,0.8753448,0.001703186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338523,0.0004776588,0.00006565741,0.05097823,0.0003333707,0.0006809271,0.000353476,0.000430185,0.01282822],"genre_scores_gemma":[0.9942656,0.0001308148,0.0003475981,0.002770339,0.0004959148,0.00004618399,0.0001500203,0.000006225028,0.001787368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6265009,"threshold_uncertainty_score":0.9979516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1644405851","doi":"","title":"Metamaterials, Metasurfaces, and Nanotechnology, and their Applications to Antennas, Sensors, and Cognitive Radar","year":2014,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Metamaterial; Radar; Nanotechnology; Physics; Materials science; Computer science; Optics; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.00716557681872718,"gpt":0.202132568950953,"spread":0.1949669921322258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003823575,0.0003075298,0.0005003417,0.0002737085,0.0001576755,0.0000983378,0.000130958,0.0002417178,0.00001422939],"category_scores_gemma":[0.00006700891,0.0002591797,0.00004226422,0.0004276899,0.0002052918,0.000102418,0.0001163211,0.0002210628,0.00001912951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001139656,"about_ca_system_score_gemma":0.000004457876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001682612,"about_ca_topic_score_gemma":0.00001085839,"domain_scores_codex":[0.9988796,0.00005297464,0.0002603686,0.0004139356,0.00008322822,0.0003099606],"domain_scores_gemma":[0.9993184,0.0001566415,0.00004913604,0.0002815019,0.00004486645,0.0001495048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003308785,0.00003698735,0.0004581994,0.0001465376,0.0005552495,0.000006131004,0.0003074694,0.00002579259,0.8743832,0.003405924,0.0002916644,0.1203498],"study_design_scores_gemma":[0.00574966,0.0008971597,0.007272594,0.001425424,0.003229704,0.0007922725,0.008231645,0.266058,0.3596098,0.02268305,0.3171991,0.006851575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4573697,0.006188075,0.5338613,0.0006752151,0.00005294385,0.0005700837,0.0001081786,0.0009956849,0.0001787784],"genre_scores_gemma":[0.9893019,0.00128188,0.009020636,0.0001239008,0.00003342578,0.00008719743,0.00001538054,0.00005365963,0.00008201312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5319322,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594792049","doi":"","title":"Banner from the Community of Vancouver","year":2012,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Banner; Computer science; Political science; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.02632893630884137,"gpt":0.2239175665273288,"spread":0.1975886302184874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003944859,0.0003448938,0.000472284,0.0001279827,0.0003849174,0.00009191483,0.0008404416,0.0003445994,0.07117344],"category_scores_gemma":[0.00004187154,0.0002309513,0.0001951841,0.00007436744,0.0006571764,0.00008103273,0.0002703946,0.001129389,0.0004746972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003406749,"about_ca_system_score_gemma":0.00003630808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01736077,"about_ca_topic_score_gemma":0.1669438,"domain_scores_codex":[0.9986145,0.0002523647,0.0003367472,0.0001874539,0.0002950645,0.0003138704],"domain_scores_gemma":[0.9981621,0.0002372464,0.0003980281,0.00106645,0.00007157628,0.00006459484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006427786,0.0001362442,0.0001702823,0.00002865744,0.000168217,0.000001021629,0.002016322,1.544494e-7,0.00001745743,0.02534755,0.9696213,0.002486371],"study_design_scores_gemma":[0.0001832641,0.00002766605,0.0002628963,0.0002536199,0.0001082813,1.690754e-7,0.0008161157,0.000003071314,0.00005357968,0.002827513,0.9951811,0.000282661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001075797,0.001464236,0.00002498302,0.0001275214,0.002757724,0.0003632495,0.0009225436,0.0002586621,0.9930053],"genre_scores_gemma":[0.1494122,0.0001794792,0.00006171702,0.0003124491,0.002155773,0.00003214125,0.0001025986,0.0003818895,0.8473618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.149583,"threshold_uncertainty_score":0.9891827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2592009145","doi":"","title":"Structural and mechanistic studies on eukaryotic UDP-galactopyranose mutases","year":2012,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Glycosylation and Glycoproteins Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Basic Energy Sciences; Office of Science; National Institutes of Health; National Center for Research Resources; American Heart Association; Alberta Glycomics Centre; American Society for Biochemistry and Molecular Biology; U.S. Department of Energy","keywords":"Computational biology; Chemistry; Cell biology; Biology; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02121915314058034,"gpt":0.3205739053499795,"spread":0.2993547522093992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002701681,0.0005458989,0.000465371,0.0002783744,0.0002805526,0.00007952113,0.0003165003,0.0007972368,0.0002284915],"category_scores_gemma":[0.0005030269,0.0004837213,0.0001460534,0.0002126199,0.0001250343,0.000009260247,0.0001331345,0.0006111951,0.00008079845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004946567,"about_ca_system_score_gemma":0.0001125514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000169523,"about_ca_topic_score_gemma":0.0001588916,"domain_scores_codex":[0.9977862,0.00009953484,0.000416195,0.0007199466,0.0004426384,0.000535475],"domain_scores_gemma":[0.9986672,0.00006244176,0.0002372684,0.0006304567,0.0002054378,0.0001972118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003445155,0.0003719442,0.001319891,0.002045859,0.001723819,0.0001433813,0.001207689,0.0001349108,0.8468148,0.009087002,0.01056065,0.1231449],"study_design_scores_gemma":[0.003542833,0.003045272,0.03798328,0.001455393,0.0006299324,0.0001697728,0.003140856,0.0004267664,0.9068817,0.004489453,0.03455587,0.003678838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852327,0.009199374,0.00006057863,0.0000999511,0.001108352,0.0009236435,0.0001236618,0.00009865303,0.003153051],"genre_scores_gemma":[0.985626,0.001006823,0.0002853208,0.00009900129,0.0004382781,0.0001295258,0.001799824,0.0001074325,0.0105078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1194661,"threshold_uncertainty_score":0.9997615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2788716114","doi":"","title":"Time Resolved Spectroscopy in InAs and InSb based Narrow-Gap Semiconductors","year":2012,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Advanced Semiconductor Detectors and Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Semiconductor; Spectroscopy; Materials science; Optoelectronics; Condensed matter physics; Physics; Quantum mechanics","retraction":null,"screen_n_in":null,"score":{"opus":0.008970877585600931,"gpt":0.2325310277813142,"spread":0.2235601501957133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003142042,0.0008410767,0.0009766765,0.0007401629,0.00008806317,0.00009147539,0.0003899791,0.001225396,0.0009324092],"category_scores_gemma":[0.00007771151,0.000900552,0.0001218398,0.0005207526,0.00008354661,0.000350557,0.00004487337,0.001121921,0.0001224073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097502,"about_ca_system_score_gemma":0.00006488206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004218943,"about_ca_topic_score_gemma":0.0001486729,"domain_scores_codex":[0.9974098,0.00006015024,0.0007544684,0.0006283805,0.0002910185,0.0008561669],"domain_scores_gemma":[0.9987652,0.0001057586,0.0002037364,0.0006651892,0.0000467615,0.0002133479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008205559,0.00003449731,0.00008871945,0.0003853988,0.00003177601,0.00001683726,0.000368937,0.0004007351,0.9957743,0.00002619636,0.001889107,0.000901462],"study_design_scores_gemma":[0.001223029,0.0001089674,0.001348898,0.00103656,0.0001140892,0.00001251104,0.0002893454,0.001244976,0.9644269,0.0008101774,0.02748503,0.001899548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867766,0.004430178,0.00006069706,0.000008744189,0.00200802,0.0007262374,0.0000902385,0.001077691,0.004821593],"genre_scores_gemma":[0.9930848,0.0002992091,0.002334631,0.0000358769,0.0004040128,0.0001823764,0.0009498487,0.0004203022,0.00228892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03134741,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3207857195","doi":"","title":"Impacts of COVID-19 on U.S. molluskbusinesses: Quarter 1 ResultsMarch 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pandemic; Virology; Geography; Medicine; Outbreak; Infectious disease (medical specialty)","retraction":null,"screen_n_in":null,"score":{"opus":0.01204050259242054,"gpt":0.2710069074663351,"spread":0.2589664048739145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004396063,0.000395115,0.0005029999,0.00008174573,0.0002442895,0.00006220832,0.0005699515,0.0002170471,0.006743409],"category_scores_gemma":[0.001213796,0.0003305372,0.0002031731,0.001858367,0.0002315869,0.0001522474,0.000923301,0.0003693931,0.002137888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347893,"about_ca_system_score_gemma":0.00009496096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000469975,"about_ca_topic_score_gemma":0.0009281547,"domain_scores_codex":[0.9971734,0.0001078297,0.0005362271,0.0008576205,0.000735921,0.0005890099],"domain_scores_gemma":[0.9982232,0.0002054064,0.0001718665,0.0008918024,0.00006216376,0.0004455908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004366133,0.000409046,0.01162782,0.0001237122,0.00009254891,0.0002750057,0.001352778,0.0009252271,0.0295979,0.0003043461,0.9483995,0.006455463],"study_design_scores_gemma":[0.001335101,0.000467714,0.04321655,0.0001441578,0.00006368987,0.00004110829,0.0009224407,0.00007397134,0.0111332,0.001032074,0.940788,0.0007820404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5929055,0.001089743,0.00454805,0.1486101,0.001170687,0.00246997,0.0004409434,0.0009979706,0.2477671],"genre_scores_gemma":[0.9837306,0.0003084826,0.002755576,0.003814077,0.0002432781,0.00006030974,0.00007695321,0.00005201242,0.008958776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3908251,"threshold_uncertainty_score":0.9999146,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2928151318","doi":"","title":"STR Canada hotel results for week ending 23 February","year":2019,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Advertising; History","retraction":null,"screen_n_in":null,"score":{"opus":0.02059276489849056,"gpt":0.2644286866627542,"spread":0.2438359217642636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007535457,0.0001688696,0.0002151004,0.0001322235,0.0005508413,0.0001651179,0.0004946724,0.0001456209,0.000330552],"category_scores_gemma":[0.0001645604,0.0001736206,0.00009415556,0.0004769974,0.00008099987,0.0001812629,0.0001119469,0.000211603,0.00008510522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003690509,"about_ca_system_score_gemma":0.0005817708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5134829,"about_ca_topic_score_gemma":0.7628629,"domain_scores_codex":[0.9981558,0.00005233906,0.0003101454,0.0004327495,0.0004591539,0.000589867],"domain_scores_gemma":[0.998957,0.0002704112,0.0001395182,0.000402986,0.00008959544,0.0001404282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002604707,0.0002134636,0.004191704,0.0001183705,0.0001455321,0.0000344406,0.003534042,0.0004489071,0.0003930796,0.3046604,0.563392,0.1226076],"study_design_scores_gemma":[0.0007243041,0.0001035979,0.005588233,0.0001144643,0.00002614118,6.102647e-7,0.006408034,0.0003974718,0.0001005823,0.003472115,0.9826921,0.0003723607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3668463,0.0003644329,0.006127298,0.02546503,0.004911558,0.003854981,0.0004782006,0.000897584,0.5910547],"genre_scores_gemma":[0.9755655,0.0000969267,0.001494496,0.0003411237,0.000286506,0.00007046988,0.00006473168,0.00002036847,0.02205988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6087192,"threshold_uncertainty_score":0.7080042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809643073","doi":"","title":"Politics of Repatriation, Formalizing Indigenous Cultural Property Rights","year":2018,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Repatriation; Indigenous; Politics; Cultural property; Political science; Property (philosophy); Law and economics; Environmental ethics; Sociology; Anthropology; Law; Cultural heritage; Epistemology; Philosophy; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.0463741863976332,"gpt":0.2548566484032835,"spread":0.2084824620056503,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002553379,0.0004210221,0.0004698134,0.0002877687,0.000896908,0.0003271106,0.0005012169,0.0003780791,0.002002587],"category_scores_gemma":[0.00005130222,0.0002723894,0.0002334748,0.0001649647,0.000138021,0.0007293252,0.00006722089,0.0003874809,0.0001512433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009702281,"about_ca_system_score_gemma":0.00004991707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002041439,"about_ca_topic_score_gemma":0.00658492,"domain_scores_codex":[0.9978696,0.00004845719,0.0007865625,0.000393032,0.0004802466,0.0004221778],"domain_scores_gemma":[0.997966,0.00003037934,0.0007134181,0.0004609703,0.0007680742,0.00006117279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004373941,0.0003428273,0.0002423654,0.002586153,0.0007944391,0.00002181728,0.4179225,0.000005842277,0.0005591369,0.3388385,0.2109604,0.02728865],"study_design_scores_gemma":[0.0003365912,0.0001953718,0.0001911347,0.0005096595,0.0002154875,0.000001432573,0.007899359,0.00007193073,0.001415979,0.009672814,0.9789123,0.0005779607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4611256,0.0008105694,0.00002635696,0.0001051688,0.002892616,0.001706679,0.0001428072,0.0006073181,0.5325829],"genre_scores_gemma":[0.5536512,0.0001361522,0.0006543641,0.00007293506,0.002539705,0.0001080787,0.005266224,0.00008559749,0.4374857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7679518,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2590925472","doi":"","title":"Virginia Tech Intellectual Properties executive named delegate to international society","year":2004,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Delegate; Executive summary; Executive order; Business; Management; Political science; Public relations; Public administration; Computer science; Economics; Programming language","retraction":null,"screen_n_in":null,"score":{"opus":0.01085210377263059,"gpt":0.2406911552850504,"spread":0.2298390515124198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003040215,0.0004356007,0.0005099847,0.0004105757,0.000269753,0.000051126,0.0005806815,0.003720863,0.0002597631],"category_scores_gemma":[0.0004211622,0.0003500258,0.0003046046,0.001066169,0.0004986257,0.0001508893,0.0003676087,0.004482939,0.0007325433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855844,"about_ca_system_score_gemma":0.0002706758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005172284,"about_ca_topic_score_gemma":0.00001416936,"domain_scores_codex":[0.9976502,0.00002197734,0.0005231086,0.000716072,0.0004402346,0.0006484152],"domain_scores_gemma":[0.9987263,0.00006543446,0.0001173805,0.0006421189,0.0002188602,0.0002299014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005690664,0.003500809,0.001043732,0.0003461475,0.005432256,0.001175857,0.0323209,0.001168795,0.5554749,0.0332215,0.2337057,0.1269188],"study_design_scores_gemma":[0.00603372,0.001674936,0.000870959,0.001904763,0.0003607489,0.001171067,0.003912915,0.0008326078,0.4521751,0.002257698,0.5274247,0.001380755],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7650232,0.001579918,0.0495462,0.1540513,0.001940148,0.00232778,0.00003359709,0.003267416,0.02223042],"genre_scores_gemma":[0.9759703,0.0007500105,0.01267428,0.004373042,0.0002499774,0.0001401676,0.00003240833,0.00007966527,0.005730178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.293719,"threshold_uncertainty_score":0.9998952,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6988060876","doi":"","title":"Women Climate Change","year":2023,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Python (programming language); Directory; Matching (statistics); Variety (cybernetics); Climate change; Open source","retraction":null,"screen_n_in":null,"score":{"opus":0.148402105325072,"gpt":0.3536387994352138,"spread":0.2052366941101418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.006661884,0.002157377,0.002755414,0.003306372,0.0005260013,0.000428325,0.002580509,0.003903443,0.002700584],"category_scores_gemma":[0.001310172,0.002236248,0.0008500677,0.005171907,0.0004305941,0.0004804476,0.00232309,0.004476123,0.115235],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006768981,"about_ca_system_score_gemma":0.001133178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00058753,"about_ca_topic_score_gemma":0.0002578741,"domain_scores_codex":[0.9863071,0.0002454446,0.001976291,0.002744781,0.004391578,0.004334773],"domain_scores_gemma":[0.9917492,0.0003616674,0.001925839,0.004267403,0.0008795079,0.0008164438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000190017,0.0003476726,0.0009050368,0.001754111,0.0007977259,0.002213447,0.0009063084,0.000007747443,0.0003434555,0.0004912365,0.8406149,0.1514284],"study_design_scores_gemma":[0.0006870926,0.0001990867,0.003035214,0.002484979,0.0002805736,0.0002826147,0.0002945094,0.00005547105,0.000110968,0.0009663327,0.9889699,0.002633224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01108217,0.008876789,0.00009281301,0.001196134,0.02442157,0.009776682,0.0166016,0.058242,0.8697102],"genre_scores_gemma":[0.2796213,0.1823111,0.004423861,0.001983918,0.05700089,0.06179345,0.01716405,0.03696219,0.3587393],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.510971,"threshold_uncertainty_score":0.9991167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2919515511","doi":"","title":"Quality and Pricing in the Hotel Industry [Summary]","year":2019,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Business; Marketing; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.02711518477512229,"gpt":0.2711327017399481,"spread":0.2440175169648258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002140702,0.0002356434,0.000301832,0.0002792155,0.0001514586,0.0003448052,0.0005531776,0.0004084166,0.0002867377],"category_scores_gemma":[0.00009643676,0.000182028,0.00006536524,0.001171544,0.00006573595,0.0007956172,0.0003005666,0.001170076,0.0003686092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002895814,"about_ca_system_score_gemma":0.00001716075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001722556,"about_ca_topic_score_gemma":0.0004210678,"domain_scores_codex":[0.9983298,0.00005614949,0.000426471,0.0004140293,0.0003698913,0.0004036902],"domain_scores_gemma":[0.9989222,0.0001902316,0.0002149212,0.0006103007,0.00004763973,0.000014751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001549941,0.0003616695,0.8459567,0.0009975203,0.00004692716,0.0000398045,0.0009822878,0.0001479485,0.0008816257,0.08772843,0.009172183,0.05352993],"study_design_scores_gemma":[0.001168635,0.00001664834,0.779251,0.0002793226,0.00003308753,0.000007544871,0.003437928,0.001114988,0.00003171853,0.008610849,0.2054237,0.0006245845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472405,0.0002107546,0.00007094128,0.005188034,0.0002512474,0.0004814938,0.000002249429,0.0001986201,0.04635619],"genre_scores_gemma":[0.9889999,0.00001645199,0.00009306129,0.009992185,0.0003864302,0.00002361667,0.00001373962,0.00002725076,0.0004473794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1962515,"threshold_uncertainty_score":0.7422886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1271453216","doi":"","title":"Does the Relative Price of Non-Traded Goods Contribute to the Short-Term Volatility in the U.S./Canada Real Exchange Rate? A Stochastic Coefficient Estimation Approach","year":2002,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Econometrics; Economics; Term (time); Volatility (finance); Estimation; Financial economics; Monetary economics","retraction":null,"screen_n_in":null,"score":{"opus":0.02950885338063274,"gpt":0.238295826366416,"spread":0.2087869729857833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00242817,0.0005083715,0.0008855227,0.0003035235,0.000341571,0.0001273185,0.001202797,0.0004412317,0.000153561],"category_scores_gemma":[0.0003671666,0.000288298,0.000214022,0.0008163227,0.0001021164,0.0001911357,0.00007124714,0.001074473,0.00003222963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654154,"about_ca_system_score_gemma":0.000100055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04578793,"about_ca_topic_score_gemma":0.04894828,"domain_scores_codex":[0.996954,0.0001507046,0.001384123,0.0007278978,0.0001555482,0.0006277877],"domain_scores_gemma":[0.9970356,0.000690884,0.0009459346,0.001200972,0.00003442142,0.00009218751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003321576,0.003746903,0.01729142,0.0033495,0.00336592,0.00005187616,0.2029231,0.5701336,0.0001663212,0.07368626,0.06165525,0.06030826],"study_design_scores_gemma":[0.0009629601,0.0001965698,0.3161908,0.000288291,0.0001387756,0.000008443572,0.001741256,0.6691613,0.0000602504,0.003989431,0.006233246,0.001028606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152066,0.001544524,0.04732249,0.003739207,0.001815148,0.006761929,0.002596512,0.00007585957,0.02093779],"genre_scores_gemma":[0.9968485,0.0001801244,0.0001775117,0.0002428198,0.0001556354,0.0004364888,0.000594953,0.00005260353,0.001311381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2988994,"threshold_uncertainty_score":0.9999569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2397872489","doi":"","title":"Evaluation of Seashore Paspalum in Southeastern Virginia","year":2014,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Paspalum; Geography; Forestry; Environmental science; Agronomy; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01055063127499817,"gpt":0.2310746316243387,"spread":0.2205240003493406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002395889,0.0002182236,0.0002621313,0.0001358613,0.00005570251,0.00002306597,0.0004405425,0.0002080104,0.0003575263],"category_scores_gemma":[0.0001340695,0.0002003099,0.00008209694,0.0005983281,0.0001900236,0.0001759748,0.0002381491,0.000262249,0.0004123478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462166,"about_ca_system_score_gemma":0.00001766803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002054229,"about_ca_topic_score_gemma":0.0001698648,"domain_scores_codex":[0.9974257,0.0002395369,0.0004071576,0.0004427869,0.001098821,0.0003859368],"domain_scores_gemma":[0.9990755,0.00005979462,0.0001560673,0.0005763446,0.00003619956,0.00009614128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003205842,0.0001750725,0.8798577,0.00001211569,0.00001153436,0.000001887001,0.0005000461,0.007749426,0.0005969945,0.0002446349,0.000207525,0.110611],"study_design_scores_gemma":[0.002499162,0.0002124304,0.5142283,0.0001677854,0.0001327531,0.000009219844,0.0002839936,0.4235946,0.001177568,0.05064279,0.006409699,0.0006416291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801318,0.00003652622,0.002019676,0.0002576867,0.0002005807,0.0003757442,0.000008594478,0.0000995807,0.0168698],"genre_scores_gemma":[0.998881,0.00001010093,0.0007491694,0.00007445989,0.00004894903,0.00005003342,0.00001517242,0.00003227175,0.0001388193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4158452,"threshold_uncertainty_score":0.8168402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6996121830","doi":"","title":"2017 Quarter 4 New River Mount Rogers (WDA II) Quarterly Workforce Report","year":2019,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Commission; Workforce development; Workforce planning; Leverage (statistics); Mount; Diversification (marketing strategy)","retraction":null,"screen_n_in":null,"score":{"opus":0.03143818111728001,"gpt":0.3005179131258035,"spread":0.2690797320085235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004952336,0.004130602,0.004840868,0.002928303,0.001026209,0.0009008651,0.004372297,0.006779409,0.002951349],"category_scores_gemma":[0.0008022782,0.004192031,0.002662654,0.003070594,0.0009377266,0.001436864,0.0009156279,0.007429037,0.03907647],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007369136,"about_ca_system_score_gemma":0.008513183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005669632,"about_ca_topic_score_gemma":0.0004649352,"domain_scores_codex":[0.9777047,0.0003611844,0.004842954,0.005586321,0.007438389,0.004066459],"domain_scores_gemma":[0.9781916,0.0003977466,0.006480613,0.01151651,0.001802285,0.0016112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002839801,0.0003816255,0.001181813,0.0002771714,0.001163506,0.005157164,0.001040337,0.0002851943,0.0005944362,0.0002804202,0.9686606,0.02069375],"study_design_scores_gemma":[0.001960925,0.0009425197,0.001987409,0.003000429,0.001308129,0.007695524,0.0003258376,0.0002288265,0.00010105,0.0009509463,0.9765157,0.00498269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0252339,0.01783179,0.01338115,0.002306802,0.03620346,0.01502615,0.002658697,0.01804354,0.8693145],"genre_scores_gemma":[0.1786617,0.001895547,0.01256811,0.0005279487,0.01158909,0.001045666,0.007828586,0.006040753,0.7798426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1534278,"threshold_uncertainty_score":0.9979601,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7024691278","doi":"","title":"Situation Analysis Report: Halifax County, 2018","year":2020,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Situation analysis; Ethnic group; Demographics; Agriculture; Quality (philosophy); Qualitative analysis; Tracking (education); Food security","retraction":null,"screen_n_in":null,"score":{"opus":0.008941348681974801,"gpt":0.2552028587290555,"spread":0.2462615100470807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009520162,0.000421398,0.0006905777,0.0001521141,0.0001186686,0.0000755096,0.0002949539,0.0001669568,0.006614325],"category_scores_gemma":[0.000008167346,0.0003841694,0.0003932937,0.000896375,0.0002058177,0.0000482656,0.0002353867,0.0003261004,0.0008676489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004069565,"about_ca_system_score_gemma":0.00002351289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008844489,"about_ca_topic_score_gemma":0.00001380451,"domain_scores_codex":[0.9982597,0.00003775347,0.0003769884,0.0006087469,0.000351681,0.0003651571],"domain_scores_gemma":[0.9988805,0.00003616069,0.0003458241,0.0005626336,0.0000237654,0.0001511379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002664383,0.0003236019,0.00522214,0.00002802341,0.004458085,0.00004922731,0.0001653104,0.00002939558,0.001193996,0.08808135,0.892848,0.007574227],"study_design_scores_gemma":[0.0004815705,0.00005832491,0.0001671195,0.0001184033,0.002008806,0.000001776021,0.000206996,0.0008385409,0.009367869,0.03072305,0.9549125,0.001115043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004223071,0.0005347084,0.04176228,0.0006719994,0.000300983,0.0003714069,0.0004966878,0.0005534459,0.9548862],"genre_scores_gemma":[0.8655087,0.00004437502,0.001730244,0.0001267019,0.001961273,0.0001792547,0.001374598,0.0004904513,0.1285843],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8650864,"threshold_uncertainty_score":0.9999103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2597172317","doi":"","title":"Virginia Tech/Halifax County outreach office awarded $1.2 million for research in energy and the environment","year":2008,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Outreach; Virginia tech; West virginia; Library science; Political science; Engineering; Geography; Archaeology; Law; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0233681693750362,"gpt":0.2655955969487349,"spread":0.2422274275736986,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004532515,0.0003762012,0.0005310201,0.000200299,0.0007835432,0.00006100701,0.0007242676,0.0003943365,0.0001784407],"category_scores_gemma":[0.0002518591,0.0002772682,0.0001464589,0.0007845826,0.001981047,0.0002073877,0.0006088368,0.0005799481,0.00005553259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009271188,"about_ca_system_score_gemma":0.0000601538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0142012,"about_ca_topic_score_gemma":0.001178354,"domain_scores_codex":[0.9958431,0.0005106975,0.0006620975,0.001008711,0.0009750064,0.001000424],"domain_scores_gemma":[0.9975784,0.0009247102,0.0001534892,0.00111427,0.00003314382,0.0001959276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01053889,0.005960904,0.4477798,0.0008142065,0.0004276404,0.0009149588,0.01727518,0.01281159,0.06083874,0.02612286,0.2504475,0.1660677],"study_design_scores_gemma":[0.005141822,0.0002882899,0.05406394,0.00009164346,0.00002716767,0.0001107034,0.001489434,0.009304009,0.002598998,0.01431167,0.9117965,0.0007758344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815172,0.001224799,0.004598103,0.002172629,0.0001980098,0.002891306,0.00007975753,0.0001917666,0.007126415],"genre_scores_gemma":[0.9952512,0.0007397329,0.000681333,0.0001896089,0.00007768751,0.0009646094,0.00001939977,0.00005471719,0.002021655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.661349,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7002365405","doi":"","title":"Memory Book from Southern Alberta Institute of Technology","year":2012,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Presentation (obstetrics); Exposition (narrative)","retraction":null,"screen_n_in":null,"score":{"opus":0.006148365899277143,"gpt":0.2106114123647914,"spread":0.2044630464655143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002641808,0.0007202097,0.001168946,0.001895739,0.00007264828,0.00008884474,0.005523505,0.001643045,0.003800771],"category_scores_gemma":[0.0001110053,0.0006718214,0.0002957352,0.00177438,0.0004839483,0.0004767293,0.001804511,0.0009345438,0.003802244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007954797,"about_ca_system_score_gemma":0.0001593621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004674159,"about_ca_topic_score_gemma":0.001720441,"domain_scores_codex":[0.9966732,0.00006265518,0.0007080624,0.001189471,0.0006163754,0.0007502238],"domain_scores_gemma":[0.9938997,0.00008772567,0.0009795529,0.004780415,0.00006650135,0.0001861045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001236256,0.0002710922,0.0002208467,0.000078623,0.0008945817,0.0000534591,0.0003165852,0.00001097913,0.0004700267,0.01809728,0.8274922,0.152082],"study_design_scores_gemma":[0.0003429292,0.00002926564,0.00001286243,0.0004383688,0.0001773415,0.00001129996,0.00003356858,0.0002483842,0.0009354576,0.001338404,0.9957282,0.0007039289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004309654,0.01693122,0.2446959,0.001533805,0.002263245,0.000813718,0.0004705083,0.002820636,0.7304279],"genre_scores_gemma":[0.002066511,0.0004047936,0.08984142,0.000476605,0.0006610398,0.0001048468,0.000294872,0.0007083585,0.9054416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1750137,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7043065075","doi":"","title":"2018 Quarter 3: Southwest VA Workforce Report","year":2019,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Wage; Representation (politics); Context (archaeology); Educational attainment; Underemployment; Career Pathways","retraction":null,"screen_n_in":null,"score":{"opus":0.03479483047582829,"gpt":0.3021741012215155,"spread":0.2673792707456872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.005836339,0.003338339,0.00408641,0.002549264,0.0005086105,0.0007589515,0.003370367,0.006611971,0.003638399],"category_scores_gemma":[0.001678269,0.003311239,0.002068006,0.003281208,0.0007596224,0.0007161257,0.001247836,0.006976679,0.09970363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003686143,"about_ca_system_score_gemma":0.004621387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042693,"about_ca_topic_score_gemma":0.0002864851,"domain_scores_codex":[0.9808325,0.0003356979,0.004320031,0.004667391,0.006464518,0.003379918],"domain_scores_gemma":[0.9809413,0.0004850673,0.005290579,0.01050823,0.001900519,0.0008743342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001542502,0.0003606209,0.007685855,0.0004439045,0.0007553117,0.004327541,0.0001909671,0.0001063014,0.000344629,0.0001524175,0.9781422,0.00733597],"study_design_scores_gemma":[0.001038757,0.0002557501,0.002869626,0.003038469,0.0009634671,0.007612347,0.0002364653,0.00007373371,0.0001254996,0.0004767737,0.9793336,0.003975538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003200589,0.006055744,0.003262308,0.0005348765,0.0217547,0.005598253,0.002277874,0.01008939,0.9472263],"genre_scores_gemma":[0.2572139,0.002415723,0.006458578,0.0004949755,0.01366172,0.001672105,0.01207084,0.007897913,0.6981143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2540133,"threshold_uncertainty_score":0.9979342,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2283902635","doi":"","title":"Divided into Stands, Together they Fall: A critical analysis of salvage logging in the Rogue-Siskiyou National Forest","year":2013,"lang":"en","type":"dissertation","venue":"VTechWorks (Virginia Tech)","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Logging; Forestry; National forest; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.01072723214059574,"gpt":0.283804458475875,"spread":0.2730772263352793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001034979,0.0004142931,0.000548529,0.0008010661,0.0001662784,0.0001379192,0.001180929,0.0004417492,0.003065593],"category_scores_gemma":[0.0003585695,0.0003164401,0.0003377828,0.001728319,0.0002235765,0.0002945839,0.0001974002,0.0006454857,0.0004291773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301136,"about_ca_system_score_gemma":0.00002951109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008443891,"about_ca_topic_score_gemma":0.04488896,"domain_scores_codex":[0.9969133,0.0001645175,0.0006615933,0.0005718719,0.001199436,0.0004893509],"domain_scores_gemma":[0.9985269,0.0004560894,0.0002839607,0.0006204912,0.00003938566,0.00007311287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004053087,0.001670459,0.702051,0.0007256785,0.002565259,0.00008515237,0.02862469,0.03417307,0.00140697,0.1012584,0.0989053,0.0281287],"study_design_scores_gemma":[0.0009258948,0.0002108264,0.8841299,0.0004459646,0.002134506,0.00000251936,0.003322023,0.02699373,0.0001366094,0.04668786,0.03332983,0.001680324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818987,0.000248878,0.0004704476,0.001116117,0.0002767939,0.001122467,0.00007219739,0.000147675,0.1146467],"genre_scores_gemma":[0.9943003,0.00008064363,0.0005711874,0.0003172067,0.00007234812,0.0002077771,0.0006902762,0.00005340522,0.003706845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1820789,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7026567907","doi":"","title":"Annual Narrative Report of Home Demonstration Work in Halifax County, Virginia","year":2024,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Work (physics); Narrative; Period (music); Annual report","retraction":null,"screen_n_in":null,"score":{"opus":0.01786149116013374,"gpt":0.2987373922595493,"spread":0.2808759010994156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0082876,0.002400772,0.003841688,0.00456837,0.0002149504,0.0002695098,0.001827314,0.004694111,0.0006735284],"category_scores_gemma":[0.002030364,0.002501428,0.001100799,0.009057132,0.001240206,0.0008535714,0.0009174878,0.006645875,0.001691646],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003966455,"about_ca_system_score_gemma":0.007082418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179031,"about_ca_topic_score_gemma":0.001987848,"domain_scores_codex":[0.9830608,0.0005270521,0.005582873,0.003406586,0.005541245,0.001881435],"domain_scores_gemma":[0.9887677,0.0005585016,0.004281693,0.003541968,0.00239952,0.0004506099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001080417,0.001327708,0.00967762,0.002303688,0.001900973,0.02875827,0.0055861,0.0008182483,0.00303694,0.001106092,0.9296811,0.01472284],"study_design_scores_gemma":[0.002325288,0.0007264283,0.01519044,0.0224609,0.001824939,0.009565266,0.005049823,0.0002197687,0.00255416,0.007663326,0.9254646,0.006955099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4517061,0.05004309,0.002802551,0.003144474,0.03158112,0.01832776,0.06001555,0.01400721,0.3683721],"genre_scores_gemma":[0.9659051,0.001398147,0.003714775,0.00005160955,0.001543512,0.001048666,0.004934246,0.001903537,0.0195004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.514199,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7039809991","doi":"","title":"Narrative Report of Home Demonstration Work Halifax County, Virginia","year":2024,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Work (physics); Narrative; Period (music); Historical record","retraction":null,"screen_n_in":null,"score":{"opus":0.0191363760918159,"gpt":0.2549349984120504,"spread":0.2357986223202345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001287507,0.0007992833,0.001333946,0.0001087008,0.000350972,0.0001606355,0.000681386,0.001475578,0.0007626463],"category_scores_gemma":[0.0001564053,0.0003326378,0.0007204924,0.001890532,0.0004253209,0.0001292831,0.0004366795,0.001476511,0.00009168152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935889,"about_ca_system_score_gemma":0.0002923998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368831,"about_ca_topic_score_gemma":0.00155971,"domain_scores_codex":[0.9950478,0.00009490696,0.001475962,0.001221295,0.001480399,0.0006796004],"domain_scores_gemma":[0.9973614,0.0002690265,0.001145936,0.0003745302,0.0006774403,0.0001717061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001198896,0.0003156516,0.003247312,0.0004871697,0.0009003363,0.001513771,0.0004685364,0.00001159627,0.003930393,0.0003046412,0.7195947,0.2691061],"study_design_scores_gemma":[0.0001149917,0.0003596816,0.01089748,0.001649453,0.0002763389,0.0005576649,0.0009923779,0.000007775907,0.0002637987,0.001419967,0.9824728,0.0009877009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4987035,0.03587305,0.0001090214,0.01025615,0.0508103,0.003715441,0.002709195,0.002400716,0.3954226],"genre_scores_gemma":[0.9597553,0.008136979,0.0005405758,0.00009979606,0.007639965,0.0002322105,0.001493638,0.00003453465,0.02206703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4610518,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2593842318","doi":"","title":"Modifications of the k-kL-ω Transition Model based on Pohlhausen and Falkner-Skan Profiles","year":2015,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pressure gradient; Adverse pressure gradient; Turbulence; Laminar flow; Turbulence modeling; Mechanics; Airfoil; Thermodynamics; Physics; Viscosity; Computational fluid dynamics; Meteorology; Statistical physics; Flow separation","retraction":null,"screen_n_in":null,"score":{"opus":0.01201144348167955,"gpt":0.1964819479464503,"spread":0.1844705044647708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001582284,0.0001680888,0.0001564604,0.0001196782,0.00006091919,0.00002523102,0.0002040443,0.000152278,0.000006420601],"category_scores_gemma":[0.00001947316,0.0001327769,0.00006376403,0.0002668796,0.00006954615,0.00007190417,0.00002188102,0.0002377685,0.000006450531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004879802,"about_ca_system_score_gemma":0.00003366095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000124165,"about_ca_topic_score_gemma":0.000008987713,"domain_scores_codex":[0.9991768,0.00001973653,0.0002156885,0.0001813606,0.0002287871,0.0001776523],"domain_scores_gemma":[0.9993441,0.00003065053,0.00003502976,0.0004615215,0.00005041389,0.0000783479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000117252,0.00004401454,0.00004322232,0.00002918327,0.00001181292,5.306495e-7,0.0001723818,0.9875317,0.003832406,0.005711916,0.001123848,0.001487275],"study_design_scores_gemma":[0.0003774999,0.00003065497,0.0003287845,0.00007036531,0.00002293088,0.000001657102,0.00002142354,0.9950886,0.001661747,0.001799904,0.0004438052,0.0001525781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7540866,0.0004009895,0.2206001,0.002643764,0.0004524558,0.001208799,0.0003316787,0.0009471019,0.01932853],"genre_scores_gemma":[0.9964058,0.00002255433,0.003245845,0.00007147247,0.0000273968,0.00005232121,0.00002281208,0.00004214666,0.0001096425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2423192,"threshold_uncertainty_score":0.5414483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}