{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":19,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":19,"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":"c30aea31d61e","filters":{"venue":"Trans Tech Publications Ltd. eBooks"}},"results":[{"id":"W4388939360","doi":"10.4028/b-6scs78","title":"Advances in Material Science","year":2021,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trinity College","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.00984984295477262,"gpt":0.2194089773512151,"spread":0.2095591343964425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002201024,0.000351637,0.0003584808,0.0008374078,0.0001472384,0.0003014136,0.001071482,0.0002526464,0.0001959537],"category_scores_gemma":[0.00001710105,0.0003837222,0.00008562613,0.0003095819,0.0004983473,0.000451716,0.0000782465,0.0004753124,0.00004458983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315568,"about_ca_system_score_gemma":0.0007916513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005129332,"about_ca_topic_score_gemma":0.0001214854,"domain_scores_codex":[0.9981267,0.0000156579,0.0004791585,0.000497508,0.0004079704,0.0004729389],"domain_scores_gemma":[0.9987222,0.00003123761,0.00005153015,0.0008859466,0.0002013744,0.0001077114],"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":[0.00004066986,0.0002345284,0.00008781332,0.002704345,0.0002190035,0.00005734536,0.004645746,0.002549742,0.3311366,0.16897,0.01812357,0.4712307],"study_design_scores_gemma":[0.0002058621,0.00002481463,0.00004543923,0.000289351,0.00003226876,0.00002598885,0.00002751327,0.0005236065,0.02316213,0.003195717,0.9717845,0.0006828388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004986612,0.00155939,0.002287178,0.0001162885,0.000426914,0.0005569591,0.00009179498,0.001168573,0.9932942],"genre_scores_gemma":[0.1400718,0.0009071845,0.009485169,0.00008866461,0.0004432381,0.001186963,0.0004688186,0.0003584505,0.8469898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9536609,"threshold_uncertainty_score":0.9998615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388956101","doi":"10.4028/b-l5kjeb","title":"THERMEC 2011 Supplement","year":2011,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","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":"Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.02201120942818144,"gpt":0.2142658299320891,"spread":0.1922546205039077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001368185,0.0005197607,0.0003984748,0.0006111786,0.0001253018,0.00007178608,0.001184504,0.0007773341,0.00329333],"category_scores_gemma":[0.000005418008,0.0005278618,0.0002556563,0.00007542058,0.0001978531,0.0000839271,0.0000633148,0.000736598,0.0005597601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002438082,"about_ca_system_score_gemma":0.000217191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001867573,"about_ca_topic_score_gemma":0.0001708467,"domain_scores_codex":[0.9983001,0.0000100737,0.0004680354,0.0004310464,0.0002595523,0.0005311874],"domain_scores_gemma":[0.9981281,0.00003023064,0.00007915989,0.001541728,0.0001095059,0.0001112366],"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":[0.000003959332,0.00004186541,0.00001413972,0.0001452364,0.0004598585,0.000003052968,0.0005598736,0.000004332083,0.001205741,0.1267492,0.7581812,0.1126315],"study_design_scores_gemma":[0.0002073148,0.00003520348,0.00004535738,0.00003695326,0.0001274301,0.000009644275,0.00004685864,0.00002385457,0.003436074,0.02060478,0.9748641,0.0005624681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003175753,0.0008572094,0.01166727,0.0005897365,0.0002245913,0.0008853637,0.000344156,0.00648108,0.9789189],"genre_scores_gemma":[0.008598839,0.0003514675,0.003437524,0.00004287487,0.0001228801,0.001075315,0.0003661806,0.0002239583,0.985781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2166829,"threshold_uncertainty_score":0.9997173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388956382","doi":"10.4028/b-pgipi8","title":"Civil, Materials and Environmental Sciences","year":2013,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Recycled Aggregate Concrete Performance","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":"Political science; Engineering; Engineering ethics; Environmental ethics; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.011604321075902,"gpt":0.1976583944675664,"spread":0.1860540733916644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001540024,0.0003715348,0.0003276396,0.0003775921,0.0002220497,0.0002950624,0.0005549105,0.0003300061,0.0008408392],"category_scores_gemma":[0.000003917528,0.0003712391,0.00005733656,0.00005535793,0.0005238956,0.0002681939,0.00004865453,0.0002938076,0.0001880169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147641,"about_ca_system_score_gemma":0.00009203563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006347757,"about_ca_topic_score_gemma":0.000009520428,"domain_scores_codex":[0.998556,0.00001535716,0.0004023197,0.0004012669,0.0002541202,0.0003710047],"domain_scores_gemma":[0.9992113,0.00004290526,0.00007919009,0.0005236667,0.00001797075,0.0001249436],"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":[0.000009888932,0.0000514372,0.0001112173,0.001776887,0.0007151534,0.000008140633,0.002272646,0.0001863498,0.4364559,0.03835084,0.1733688,0.3466927],"study_design_scores_gemma":[0.0002955408,0.00005311707,0.0001642593,0.0002030509,0.00008363275,0.00006422069,0.00002894887,0.001012519,0.02252386,0.002970784,0.9716735,0.0009265781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01529175,0.00122803,0.000881883,0.0002308148,0.0002345064,0.001225445,0.0005356384,0.001214964,0.979157],"genre_scores_gemma":[0.2706622,0.001474735,0.001982644,0.00006657435,0.0002695367,0.0008326088,0.000521247,0.0002040516,0.7239864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7983047,"threshold_uncertainty_score":0.9998739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205920767","doi":"10.4028/www.scientific.net/978-3-0357-3827-8","title":"Biofuel","year":2022,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Environmental science","retraction":null,"screen_n_in":null,"score":{"opus":0.01993470316745752,"gpt":0.2206651120509709,"spread":0.2007304088835134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001602622,0.0003808873,0.0002961166,0.0005922325,0.0004139614,0.0001084436,0.0007838028,0.0003392823,0.003225832],"category_scores_gemma":[0.000007590925,0.0004527201,0.0002057376,0.0002457994,0.0001691356,0.00007802984,0.0000505796,0.001028948,0.0003696741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003406907,"about_ca_system_score_gemma":0.0002565298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000047967,"about_ca_topic_score_gemma":0.00002224076,"domain_scores_codex":[0.9983657,0.00001763749,0.0004658122,0.0005012242,0.0003033998,0.0003462509],"domain_scores_gemma":[0.9982598,0.00003456976,0.00007307706,0.001367001,0.0001188432,0.0001466878],"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":[0.00000154497,0.0000543693,0.000002074067,0.000188152,0.000201898,6.62848e-7,0.0003814228,0.00005887349,0.001178399,0.1305827,0.7792507,0.08809917],"study_design_scores_gemma":[0.0001264815,0.00001166846,0.00001296507,0.00001064583,0.00006926399,0.00001526116,0.00002288278,0.00006833682,0.0003482235,0.01203055,0.9868368,0.0004469462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005878248,0.0005596021,0.008962758,0.002079394,0.0002946478,0.0009004236,0.0007195154,0.003899051,0.9825788],"genre_scores_gemma":[0.001246209,0.0001868194,0.001769098,0.000169376,0.000280247,0.002041962,0.001270694,0.000175258,0.9928603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2075861,"threshold_uncertainty_score":0.9997925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388939059","doi":"10.4028/b-3xanvy","title":"Materials and Technologies","year":2022,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Polymer Science and PVC","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Business; History","retraction":null,"screen_n_in":null,"score":{"opus":0.02254328626410111,"gpt":0.2512350696519609,"spread":0.2286917833878597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005012179,0.0003389982,0.0004072675,0.0005677471,0.0006225368,0.0004248156,0.001537982,0.000352484,0.002980678],"category_scores_gemma":[0.00003782856,0.0003226759,0.0000732745,0.0001521743,0.0007524371,0.0002243971,0.0003122868,0.0003504927,0.0001320465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183997,"about_ca_system_score_gemma":0.0006404964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003630964,"about_ca_topic_score_gemma":0.00002692413,"domain_scores_codex":[0.9977842,0.0000543983,0.0004690198,0.0007622046,0.0004553506,0.0004748578],"domain_scores_gemma":[0.9983358,0.00008320297,0.0002205349,0.001195816,0.00007806746,0.00008652477],"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":[0.00001080498,0.00004878262,0.000004725851,0.0001257739,0.00002993269,0.000006157242,0.000668769,2.460827e-7,0.7170987,0.1701391,0.05192278,0.05994415],"study_design_scores_gemma":[0.0001176052,0.00005492893,0.0000109424,0.00002682582,0.0000450754,0.00003882251,0.00008561466,7.389009e-7,0.1682843,0.02490973,0.8060485,0.0003769501],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00256112,0.001444309,0.0008996514,0.004915796,0.0005737305,0.001246857,0.001734865,0.003435758,0.9831879],"genre_scores_gemma":[0.01391142,0.0001848003,0.001782742,0.0002575638,0.00007892521,0.001011987,0.0001921337,0.00006868727,0.9825118],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7541257,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388957141","doi":"10.4028/b-h8nwzf","title":"THERMEC 2016","year":2016,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Machine Learning in Materials Science","field":"Materials 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":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0151524185489082,"gpt":0.2609901237998623,"spread":0.2458377052509541,"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":[0.001468583,0.000618048,0.0006075415,0.0005228288,0.0005364538,0.0005510818,0.00286989,0.0005834525,0.01241033],"category_scores_gemma":[0.0001538711,0.0004701763,0.000228056,0.0001134697,0.0008703504,0.0003024759,0.0002046412,0.0004805335,0.005959525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003089228,"about_ca_system_score_gemma":0.001628226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003295313,"about_ca_topic_score_gemma":0.00002746136,"domain_scores_codex":[0.9960263,0.0002049323,0.0008527507,0.001228825,0.0008526459,0.0008344839],"domain_scores_gemma":[0.9962365,0.0002596545,0.0005453287,0.0023092,0.0003752599,0.0002740395],"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":[0.00002396242,0.00007679652,0.00001240228,0.0001809213,0.00003929224,0.000005627733,0.0004669574,0.000007132056,0.6057797,0.1292701,0.2230847,0.04105237],"study_design_scores_gemma":[0.0002665903,0.00005788239,0.00005079869,0.0002544247,0.00005230162,0.00002567332,0.000003922334,0.00001447101,0.01356491,0.02942043,0.955619,0.0006696136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002097164,0.0001004242,0.02354904,0.002713619,0.0007491665,0.0009549963,0.0005477639,0.001662959,0.9695123],"genre_scores_gemma":[0.00178923,0.00003225741,0.007282954,0.0003252839,0.0005334333,0.0004343515,0.00007863086,0.0001536756,0.9893702],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7325343,"threshold_uncertainty_score":0.999775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388955411","doi":"10.4028/b-29fund","title":"Measurement Technology and Intelligent Instruments VI","year":2005,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Sensor Technology and Measurement Systems","field":"Computer 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":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.04130800057806575,"gpt":0.2479751430925675,"spread":0.2066671425145017,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008241289,0.0005731048,0.0005575251,0.00269729,0.000389479,0.0002049355,0.002580418,0.001194758,0.00002219472],"category_scores_gemma":[0.00005747243,0.0005893206,0.000148805,0.0004727955,0.0004305486,0.0002263032,0.0001368631,0.0009944718,0.0001150479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006721936,"about_ca_system_score_gemma":0.0007062122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005614511,"about_ca_topic_score_gemma":0.00007436752,"domain_scores_codex":[0.9963767,0.00005954414,0.0008396506,0.001173725,0.0009246469,0.0006257219],"domain_scores_gemma":[0.9964444,0.00002083188,0.0003592145,0.002374904,0.0006153187,0.0001853135],"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":[0.000003179189,0.0001087669,0.00006514388,0.000084896,0.0002535194,0.000002643648,0.0002079555,4.653574e-7,0.003100915,0.4602071,0.009219236,0.5267462],"study_design_scores_gemma":[0.0004287761,0.0001101019,0.00004607086,0.0002695783,0.00008202808,0.00010915,0.00002137429,0.00009794025,0.01161596,0.02715443,0.9594505,0.0006140574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009889589,0.002099578,0.2789657,0.01342612,0.0005271002,0.002767625,0.00002822926,0.006453147,0.6956336],"genre_scores_gemma":[0.1661934,0.0003463841,0.0333263,0.000809359,0.0002852613,0.001815458,0.00004660202,0.0001772746,0.797],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9502313,"threshold_uncertainty_score":0.9996558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388964231","doi":"10.4028/b-3w0crs","title":"THERMEC 2006 Supplement","year":2006,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Spacecraft and Cryogenic Technologies","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":"History","retraction":null,"screen_n_in":null,"score":{"opus":0.01081705174003389,"gpt":0.2101939145074081,"spread":0.1993768627673742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001209065,0.000531431,0.0004035726,0.0006381331,0.0001403544,0.0001217894,0.0009716334,0.0007625453,0.0005620934],"category_scores_gemma":[0.000005636344,0.000554332,0.0002617082,0.0001417405,0.0001798647,0.00007337743,0.000047291,0.0007073062,0.0001518857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003636512,"about_ca_system_score_gemma":0.0002039887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002642372,"about_ca_topic_score_gemma":0.0003642818,"domain_scores_codex":[0.9981595,0.00000957651,0.0005141442,0.0004297592,0.0003292655,0.0005577274],"domain_scores_gemma":[0.9983601,0.00003923665,0.00007770313,0.00133707,0.0001050594,0.00008084212],"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":[0.00000117674,0.00002262743,0.00001084486,0.00008094827,0.0001536528,0.000001932021,0.00006306849,0.00004461977,0.0006398874,0.03428985,0.9261051,0.03858629],"study_design_scores_gemma":[0.0002394147,0.00002276055,0.00005295324,0.00004271759,0.0001111695,0.00000846581,0.00002169095,0.00007411832,0.001621555,0.01198745,0.9852508,0.0005669575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003275937,0.0006751423,0.01647831,0.001069526,0.0001640868,0.0008853299,0.0007756156,0.006860877,0.9730583],"genre_scores_gemma":[0.005780326,0.0000803503,0.002681572,0.00004140884,0.0001760816,0.0009243923,0.0009544401,0.0002073722,0.989154],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05914564,"threshold_uncertainty_score":0.9996908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389486143","doi":"10.4028/b-xqow8b","title":"International Conference on Processing and Manufacturing of Advanced Materials Processing, Fabrication, Properties, Applications - THERMEC 2023","year":2023,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Additive Manufacturing and 3D Printing Technologies","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":"Materials processing; Fabrication; Manufacturing engineering; Engineering; Materials science; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.03203242780148303,"gpt":0.2485122871705831,"spread":0.2164798593691001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001813981,0.0004450617,0.0004245022,0.000684257,0.0002274857,0.0002062229,0.0008510776,0.0003788056,0.00007953942],"category_scores_gemma":[0.00003262931,0.0004335626,0.00006478313,0.000104022,0.000334917,0.000155896,0.0001094016,0.0004888379,0.00003154314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637723,"about_ca_system_score_gemma":0.0001917637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004790374,"about_ca_topic_score_gemma":0.000007193425,"domain_scores_codex":[0.9981483,0.00001715003,0.0006371239,0.0005636637,0.000318797,0.0003149466],"domain_scores_gemma":[0.998627,0.00004247117,0.000303744,0.0006529296,0.000310322,0.00006349866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001273757,0.00004159746,0.000001448752,0.001457129,0.0001424628,6.471898e-7,0.000418022,0.0001280817,0.01523922,0.008359271,0.003119639,0.9710798],"study_design_scores_gemma":[0.0005052271,0.00006664643,0.0003605192,0.002101423,0.0001416241,0.00001210028,0.0003252891,0.0008148373,0.4931682,0.02376206,0.4775131,0.001228951],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003098418,0.0004320514,0.03666844,0.001217147,0.000280104,0.003280745,0.001158718,0.008911642,0.9449527],"genre_scores_gemma":[0.5562707,0.0006747224,0.004214057,0.00002739981,0.0002181108,0.003581413,0.0007650064,0.0002912801,0.4339573],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9698508,"threshold_uncertainty_score":0.9998116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388953536","doi":"10.4028/b-1ulyxb","title":"Advanced Materials Science and Technologies II","year":2022,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Engineering ethics; History; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01205275073072392,"gpt":0.2178298806838058,"spread":0.2057771299530819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003659681,0.0004105258,0.0004686148,0.001075333,0.001069711,0.00008481314,0.0008729956,0.0002486245,0.000147192],"category_scores_gemma":[0.00002507517,0.0004271858,0.00006417489,0.0003886893,0.0008654544,0.0001845619,0.0001685199,0.0004392439,0.000006035099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765275,"about_ca_system_score_gemma":0.0003668079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000318708,"about_ca_topic_score_gemma":0.00001709594,"domain_scores_codex":[0.9980304,0.000005936609,0.0004475841,0.0005553142,0.0004787916,0.0004820386],"domain_scores_gemma":[0.9988152,0.00003389565,0.00007812512,0.0007873608,0.0002189813,0.0000664725],"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":[0.00003261146,0.0001279707,0.000008093075,0.001661501,0.0006392512,0.00002224818,0.003875731,0.00008245245,0.4644989,0.146332,0.0705754,0.3121437],"study_design_scores_gemma":[0.0002161807,0.00006765222,0.00001392433,0.00005788744,0.00007828213,0.00001276335,0.0001271782,0.00000486918,0.06227502,0.007072264,0.9295707,0.0005032769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001909473,0.004287769,0.001259615,0.001403111,0.000638767,0.002122825,0.001278732,0.009457833,0.9776419],"genre_scores_gemma":[0.1721578,0.004053616,0.003954689,0.00009487654,0.0001126984,0.003697758,0.0004503333,0.0003217965,0.8151564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8589953,"threshold_uncertainty_score":0.999818,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388953800","doi":"10.4028/b-bewff1","title":"THERMEC 2021","year":2021,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Machine Learning in Materials Science","field":"Materials 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":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01577889947852203,"gpt":0.2618400826050072,"spread":0.2460611831264851,"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":[0.001301977,0.0005976044,0.0006870625,0.000424832,0.0005622188,0.0009843239,0.002320667,0.0005879119,0.02561388],"category_scores_gemma":[0.0002048927,0.0005848518,0.0002684325,0.0002261711,0.0006056635,0.0002278631,0.0002530401,0.0007522251,0.001955228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002749283,"about_ca_system_score_gemma":0.002044618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004908949,"about_ca_topic_score_gemma":0.00008229684,"domain_scores_codex":[0.9958296,0.0002689911,0.000856049,0.001357474,0.0009361162,0.0007518098],"domain_scores_gemma":[0.996149,0.0002043792,0.00045314,0.002412659,0.0005232377,0.0002575635],"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":[0.00001767648,0.0001853415,0.00002345284,0.0003786357,0.00007648382,0.00003407807,0.001262221,0.00009977657,0.6997856,0.1327179,0.1297572,0.03566158],"study_design_scores_gemma":[0.000209552,0.00004435735,0.00006490065,0.0001852909,0.00008248226,0.00005022178,0.00002224637,0.00007282554,0.02004397,0.009406731,0.9690891,0.0007283076],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005219894,0.0002364184,0.01193876,0.001934067,0.000810191,0.0007721625,0.0003352264,0.0008134075,0.9826378],"genre_scores_gemma":[0.001839325,0.00003643576,0.0159982,0.0003481759,0.0005221058,0.0003855298,0.0003535773,0.0001402948,0.9803764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8393319,"threshold_uncertainty_score":0.9996603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6910397523","doi":"10.4028/b-wsjf94","title":"The 7th Powder Metallurgy and Additive Manufacturing of Titanium (PMTi 2024)","year":2025,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Titanium Alloys Microstructure and Properties","field":"Materials 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":"Powder metallurgy; Titanium; Titanium alloy; Titanium powder; Metal powder","retraction":null,"screen_n_in":null,"score":{"opus":0.01096499858275497,"gpt":0.2233992950246625,"spread":0.2124342964419076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003695065,0.0003881004,0.0004590222,0.000260697,0.000500078,0.0002907858,0.0008593294,0.0003445783,0.0008004484],"category_scores_gemma":[0.00003404745,0.0002727566,0.0001622817,0.00006653511,0.0007045587,0.0001419417,0.0001490205,0.0004364023,0.00003404219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000939762,"about_ca_system_score_gemma":0.0006690103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005903027,"about_ca_topic_score_gemma":0.0003015492,"domain_scores_codex":[0.9981156,0.0000774264,0.0005738471,0.0005434039,0.0003180047,0.0003717191],"domain_scores_gemma":[0.9981787,0.0002816094,0.0002663035,0.0009122155,0.0002770038,0.00008417413],"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":[0.0001545949,0.00006691619,0.000002711189,0.000832408,0.0008578888,0.000005439275,0.002052721,0.000002973358,0.4293407,0.2310352,0.2398542,0.0957943],"study_design_scores_gemma":[0.0001433592,0.00003884717,0.00004154387,0.00009400734,0.0001739468,0.00001286579,0.00007713275,8.153368e-7,0.2313028,0.009414035,0.7584519,0.0002487117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003752769,0.001939176,0.001239537,0.001312882,0.000555018,0.001084061,0.00139622,0.0002613789,0.9918364],"genre_scores_gemma":[0.02006287,0.0002577107,0.0009681472,0.0001577819,0.000112054,0.0001777491,0.0001074819,0.00005202588,0.9781042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5185978,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409654308","doi":"10.4028/b-f28lis","title":"9th International Seminar on Advances in Materials Science and Engineering (ISAMSE)","year":2025,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Metallurgical and Alloy Processes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Engineering ethics; Science and engineering; Engineering; Engineering physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01232341674723865,"gpt":0.2600530446873212,"spread":0.2477296279400825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008792898,0.0003000915,0.0003595184,0.000897587,0.0001681232,0.0004304051,0.001136493,0.0001760538,0.0004517241],"category_scores_gemma":[0.0002594589,0.0002706148,0.00003917482,0.0002427722,0.0004139484,0.0004263037,0.0001336919,0.0002474482,0.00003643521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974314,"about_ca_system_score_gemma":0.0007218839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006196688,"about_ca_topic_score_gemma":0.00001442935,"domain_scores_codex":[0.9977793,0.00001924015,0.0005001347,0.0007323018,0.000621065,0.0003479539],"domain_scores_gemma":[0.9988524,0.0001535605,0.0001415176,0.0004265269,0.0003158056,0.0001102276],"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":[0.00003889422,0.0001245985,0.000004016177,0.0006814743,0.00001914953,0.000006884653,0.0002569761,0.00004403826,0.6569802,0.3113926,0.0023089,0.02814226],"study_design_scores_gemma":[0.0002295696,0.00003651276,0.00002980953,0.0005251114,0.00001820821,0.000007962868,0.00001008084,0.00003350461,0.1055893,0.004789711,0.8884023,0.0003279597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005683485,0.0008030485,0.002625771,0.002042003,0.001549095,0.001132256,0.0005039276,0.0005916532,0.9850687],"genre_scores_gemma":[0.04436721,0.0006148794,0.005532458,0.0003238399,0.0002372883,0.000638078,0.0001243867,0.0000530728,0.9481088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8860934,"threshold_uncertainty_score":0.9999746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402171420","doi":"10.4028/b-ppy5tw","title":"Book of Abstracts from the 7th International Conference on Powder Metallurgy and Additive Manufacturing of Titanium, PMTi2024","year":2024,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Additive Manufacturing Materials and Processes","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":"Powder metallurgy; Metallurgy; Materials science; Titanium; Microstructure","retraction":null,"screen_n_in":null,"score":{"opus":0.01861637200643194,"gpt":0.2321232619132557,"spread":0.2135068899068238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001191601,0.000345683,0.000386941,0.0002279108,0.00005369461,0.0001210667,0.0004950973,0.0002370531,0.002234444],"category_scores_gemma":[0.00001569825,0.0002748566,0.0001159329,0.00002672901,0.0002239105,0.0001046998,0.00006055062,0.0004374849,0.00003356843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006429038,"about_ca_system_score_gemma":0.0001392721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003341279,"about_ca_topic_score_gemma":0.00003795797,"domain_scores_codex":[0.9986606,0.00001761323,0.0005165253,0.0003391946,0.0002943635,0.0001717028],"domain_scores_gemma":[0.9989669,0.0002731044,0.0001638025,0.0003953998,0.0001445651,0.00005620657],"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":[0.0001829465,0.0002382548,0.000001843966,0.004625614,0.009996757,0.00003261138,0.006345122,0.0008834656,0.0343518,0.2452489,0.5686963,0.1293963],"study_design_scores_gemma":[0.0001426455,0.00003428184,0.0001708064,0.0005832632,0.0002110966,0.000004532088,0.00005448359,0.00004606919,0.207989,0.01528155,0.7751856,0.0002966761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006945497,0.001450755,0.001687131,0.0006830263,0.0004422793,0.0005776155,0.009005796,0.0003729184,0.9850859],"genre_scores_gemma":[0.7026107,0.001663462,0.0005437248,0.0002263347,0.0004299859,0.0002574995,0.001769127,0.00020195,0.2922972],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7019161,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388956307","doi":"10.4028/b-uhjv3y","title":"THERMEC 2011","year":2012,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Powder Metallurgy Techniques 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":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.0202269227502247,"gpt":0.2241075761788191,"spread":0.2038806534285944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002899739,0.000476342,0.0004715653,0.0004229624,0.0001002004,0.0001062401,0.0007375384,0.0006822998,0.002876012],"category_scores_gemma":[0.00000402876,0.0004817997,0.0002254286,0.00004226793,0.0001032266,0.0001420735,0.00003955945,0.0004570143,0.0006437947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723816,"about_ca_system_score_gemma":0.0001531666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009631553,"about_ca_topic_score_gemma":0.00001396215,"domain_scores_codex":[0.9984016,0.00002274338,0.0005159767,0.0003088409,0.0002303425,0.0005204258],"domain_scores_gemma":[0.9984095,0.00003057997,0.00008841782,0.00118965,0.00009511771,0.0001867744],"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":[0.000005167926,0.00008102465,0.00000214622,0.0006202721,0.0005669154,0.000002691424,0.000483515,0.000007429957,0.01991934,0.2057415,0.6360402,0.1365298],"study_design_scores_gemma":[0.00009894981,0.00001297937,0.00001879909,0.00005055916,0.0001288107,0.00001397942,0.000001987022,0.00001272429,0.005127114,0.01036132,0.9836674,0.0005053236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001966025,0.0006068911,0.02831958,0.000134978,0.0003479232,0.000751171,0.0002424594,0.004529546,0.9650478],"genre_scores_gemma":[0.005944184,0.0002553409,0.004024115,0.00008201591,0.0003607695,0.0008245058,0.0003975641,0.0002759014,0.9878356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3476273,"threshold_uncertainty_score":0.9997634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388955045","doi":"10.4028/b-fgqip1","title":"THERMEC 2006","year":2007,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Metallurgical and Alloy Processes","field":"Materials 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":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02930208050286319,"gpt":0.2665058012038793,"spread":0.2372037207010161,"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":[0.0006810072,0.0004589008,0.0004946809,0.0004038688,0.0003018444,0.0002848201,0.001363531,0.0005612119,0.007227091],"category_scores_gemma":[0.00004258231,0.0003845746,0.0002404546,0.0001526837,0.0004401173,0.0001560606,0.00007449737,0.0005078765,0.001708375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009851769,"about_ca_system_score_gemma":0.0006968701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001985158,"about_ca_topic_score_gemma":0.0000685941,"domain_scores_codex":[0.9972684,0.00004157812,0.0007035244,0.0007660253,0.0006284424,0.0005919745],"domain_scores_gemma":[0.9978991,0.0001513297,0.0002671255,0.001058085,0.000374009,0.0002503446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004750485,0.0004184853,0.000005123258,0.0007277134,0.0001484504,0.00002236119,0.000446437,0.000005379883,0.1090803,0.5769615,0.18793,0.1242067],"study_design_scores_gemma":[0.0001886511,0.00003582784,0.00001313474,0.00007570897,0.00007726538,0.00001717962,0.000006882975,0.000003011441,0.01365587,0.03035637,0.9551103,0.0004597851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001847175,0.0003726351,0.01205647,0.0007547608,0.000180212,0.000642508,0.0002645726,0.0009519334,0.9845922],"genre_scores_gemma":[0.003078027,0.00004404417,0.003099715,0.0004764237,0.0003349255,0.0002316511,0.0001982439,0.0000912918,0.9924456],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7671803,"threshold_uncertainty_score":0.9998606,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394579372","doi":"10.4028/b-fk36ww","title":"International Conference on Sustainable Engineering and Materials Development","year":2024,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph","funders":"","keywords":"Engineering ethics; Sustainable development; Engineering; Political science; Environmental ethics; Philosophy; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.02563131216306502,"gpt":0.2436603092503361,"spread":0.2180289970872711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003451964,0.0003582521,0.0003067728,0.0003469285,0.0002354993,0.001036897,0.000654585,0.0002508281,0.002092918],"category_scores_gemma":[0.0000173821,0.0003271703,0.00004440679,0.0000514793,0.000117513,0.0001203729,0.000185772,0.0002194578,0.0004260571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000253466,"about_ca_system_score_gemma":0.0005215535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000219114,"about_ca_topic_score_gemma":0.000003964559,"domain_scores_codex":[0.9981374,0.00001640193,0.0005309506,0.0006329493,0.0003075822,0.0003747806],"domain_scores_gemma":[0.9989648,0.0000262572,0.0001170529,0.0005203933,0.0002500102,0.0001214155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001160919,0.00002779953,5.903225e-8,0.0004073055,0.00004126931,0.000003086882,0.0004035911,0.000002897827,0.255272,0.7303085,0.01145399,0.002067889],"study_design_scores_gemma":[0.0001078869,0.00002339464,0.000002661818,0.0001956289,0.00003228834,0.00001044462,0.00004243209,0.00004411098,0.08539177,0.005547668,0.9082447,0.0003570705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002681371,0.00008891115,0.003299854,0.003422759,0.000618991,0.001515168,0.0005203047,0.001087748,0.9867649],"genre_scores_gemma":[0.03672491,0.00004719134,0.003868976,0.0000995609,0.0002581348,0.001244708,0.0003526943,0.00009532625,0.9573085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8967907,"threshold_uncertainty_score":0.999918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388939216","doi":"10.4028/b-ubm2bn","title":"Materials and Technologies for Sustainability","year":2022,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph","funders":"","keywords":"Sustainability; Business; Ecology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01413908685366732,"gpt":0.2568376112641539,"spread":0.2426985244104866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006982927,0.000292652,0.0003178522,0.0002548641,0.000452549,0.0001483791,0.0008034593,0.0002942609,0.000626976],"category_scores_gemma":[0.0000832077,0.0002947044,0.00009784818,0.00009807188,0.0005489347,0.00009274934,0.0004378089,0.0002775245,0.000007122657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005717896,"about_ca_system_score_gemma":0.00007431422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004353434,"about_ca_topic_score_gemma":0.00002316369,"domain_scores_codex":[0.9982754,0.00003761722,0.0004004652,0.000696513,0.0002541169,0.0003358799],"domain_scores_gemma":[0.9986729,0.0000969057,0.0001748363,0.0009766158,0.00003480621,0.00004395634],"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":[0.0000329945,0.0001412038,0.000192033,0.0006371668,0.0001067983,0.000002021125,0.0003619659,0.000006239015,0.002106467,0.1603418,0.2287585,0.6073128],"study_design_scores_gemma":[0.0001055611,0.00007575852,0.00005044659,0.00001056238,0.00005320567,0.000002424527,0.0001142854,0.000005210737,0.001311277,0.2263882,0.7716259,0.0002571496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006040748,0.00008737166,0.01531763,0.006075552,0.0000819323,0.00551422,0.0004501754,0.003926789,0.9679422],"genre_scores_gemma":[0.01725958,0.0000808558,0.006925664,0.00009084614,0.00002419034,0.00487038,0.0002957284,0.00007638714,0.9703764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6070557,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389793122","doi":"10.4028/b-8nfqkf","title":"Green and Advanced Building Materials and Structural Engineering","year":2023,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Architectural engineering; Engineering; Construction engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.009447195789501261,"gpt":0.2160577113293492,"spread":0.206610515539848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000889182,0.000319454,0.0002965938,0.0004249753,0.0001150105,0.0001089765,0.0001987154,0.0002084033,0.00001557965],"category_scores_gemma":[0.000008985543,0.0003429693,0.0000425312,0.00007570089,0.00005559843,0.00008343495,0.00003966062,0.0002821382,0.000005415534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005698319,"about_ca_system_score_gemma":0.0000524242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004641546,"about_ca_topic_score_gemma":0.000008993612,"domain_scores_codex":[0.9989738,0.000009495619,0.0003039119,0.0003077892,0.0001549319,0.0002500174],"domain_scores_gemma":[0.9994408,0.000117851,0.00004061564,0.0002498406,0.00004930055,0.0001015961],"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":[0.00002576066,0.000008079963,0.00001452799,0.003282269,0.001020836,0.00002025449,0.002536925,0.02260229,0.199234,0.1848815,0.004564624,0.5818089],"study_design_scores_gemma":[0.002344108,0.0002127862,0.005829525,0.001642021,0.0007450175,0.0004896542,0.00005656282,0.0480957,0.02431484,0.3571712,0.553663,0.005435575],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0560293,0.004040809,0.6894796,0.001782157,0.001586652,0.005979033,0.002397167,0.01914126,0.2195639],"genre_scores_gemma":[0.4514185,0.0002907317,0.068527,0.0001444047,0.000998371,0.001070978,0.001125803,0.0009748996,0.4754493],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6209527,"threshold_uncertainty_score":0.9999022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}