{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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","author_layer_release":"2026-06-26"},"query_hash":"b8a18dda1960","filters":{"venue":"Science Technology and Society"}},"results":[{"id":"W2151417280","doi":"10.1177/097172180701300101","title":"Redefining the Brain Drain","year":2008,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":154,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"China; Brain drain; Modernization theory; Mainland China; Government (linguistics); Diaspora; Political science; Mainland; Order (exchange); Silicon valley; Economic growth; Business; Geography; Economics; Finance; Law","authors":[{"name":"David Zweig","is_ca":false},{"name":"Donglin Han","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02550311612906786,"gpt":0.2912636795518591,"spread":0.2657605634227913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004145502,0.0003466853,0.0004776519,0.001750775,0.004742867,0.005603618,0.000836486,0.00143397,0.006331369],"category_scores_gemma":[0.008786768,0.0001564452,0.0002583887,0.002739584,0.01453142,0.007379351,0.008457479,0.002541406,0.0005571428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004710838,"about_ca_system_score_gemma":0.01227128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02758157,"about_ca_topic_score_gemma":0.04451763,"domain_scores_codex":[0.9963205,0.001942859,0.00009255188,0.0002496319,0.0005172167,0.0008772014],"domain_scores_gemma":[0.9962776,0.00133394,0.0005370499,0.0003377653,0.0005872487,0.0009263043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008564273,0.0001061192,0.0695165,0.0003072335,0.00004251847,0.0006547843,0.1530326,0.0003283619,0.0006521575,0.5720248,0.04573656,0.1575128],"study_design_scores_gemma":[0.00003862662,0.0001613915,0.05973646,0.001340941,0.0000306334,0.0005786486,0.2016514,0.001113688,0.0007747377,0.2418276,0.4926795,0.00006641135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5796703,0.006050068,0.006743464,0.1898067,0.001015764,0.0000789181,0.0002659993,0.00007514578,0.2162937],"genre_scores_gemma":[0.9739319,0.001922736,0.001075385,0.01133582,0.0001979513,0.00005796913,0.00004698142,0.00002723342,0.01140392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9952571,"threshold_uncertainty_score":0.05484205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2126498143","doi":"10.1177/097172180400900104","title":"Scientific Research in Algeria Institutionalisation versus Professionalisation","year":2004,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Institutionalisation; Independence (probability theory); Autonomy; Politics; Government (linguistics); Political science; State (computer science); Control (management); Public administration; Sociology; Social science; Law; Management","authors":[{"name":"Hocine Khelfaoui","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09172047454076579,"gpt":0.3300630074269612,"spread":0.2383425328861954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008805656,0.0001920234,0.0003236907,0.002737442,0.003927207,0.009372876,0.0006710933,0.001567163,0.003269606],"category_scores_gemma":[0.007377438,0.0002270689,0.000236053,0.005703939,0.01561252,0.003918685,0.003668181,0.001287731,0.0003217683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01345621,"about_ca_system_score_gemma":0.01467152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01953322,"about_ca_topic_score_gemma":0.01193483,"domain_scores_codex":[0.9923012,0.004159905,0.0004709942,0.0005300111,0.001170086,0.001367633],"domain_scores_gemma":[0.9887616,0.004354037,0.003228154,0.0008900019,0.001770668,0.0009954834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005869202,0.00004336849,0.006218371,0.0002783086,0.00001963538,0.0004142557,0.01582903,0.0007512412,0.0003887555,0.9370573,0.00279463,0.03614651],"study_design_scores_gemma":[0.00006671861,0.0002199198,0.08937941,0.001509785,0.00005027365,0.00127905,0.05563441,0.002249193,0.001643101,0.2947411,0.5531316,0.00009548463],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3939478,0.06645457,0.004810313,0.10688,0.0006999644,0.00006307835,0.0001775509,0.000088024,0.4268787],"genre_scores_gemma":[0.984846,0.007148648,0.0008016998,0.001357629,0.0002625412,0.00001865471,0.00002680137,0.000007324908,0.005530766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9960728,"threshold_uncertainty_score":0.09763205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3094660730","doi":"10.1177/0971721820912894","title":"Technologies Without Borders? The Digitization of Society in a Postcolonial World","year":2020,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Movement Disorders","funders":"Agence Nationale de la Recherche","keywords":"Digitization; Political science; Computer science; Telecommunications","authors":[{"name":"Mathieu Quet","is_ca":false},{"name":"Marine Al Dahdah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0109462338825033,"gpt":0.2740032742986835,"spread":0.2630570404161802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002895061,0.0002650281,0.0004121867,0.002360113,0.007713558,0.02428879,0.0007721695,0.00339887,0.01139782],"category_scores_gemma":[0.005134467,0.0001958154,0.0002199003,0.004875631,0.03693803,0.01922406,0.008575981,0.003425182,0.0007697861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008527043,"about_ca_system_score_gemma":0.004841358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009706162,"about_ca_topic_score_gemma":0.01362628,"domain_scores_codex":[0.9983286,0.0007933545,0.00006261164,0.0001558861,0.0002506778,0.0004089196],"domain_scores_gemma":[0.9960927,0.002185649,0.000547766,0.0004254683,0.0002490724,0.0004992837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003559291,0.00003005731,0.001088338,0.0001255033,0.000005914967,0.0004673526,0.2646047,0.00006762527,0.0003379642,0.7040191,0.006642201,0.02257575],"study_design_scores_gemma":[0.00001625419,0.00004269062,0.007619014,0.0006280681,0.00001215383,0.0005222032,0.3419874,0.000146873,0.0003789025,0.1320001,0.5166104,0.0000360604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3273657,0.03254386,0.001205519,0.1358629,0.0009183272,0.00002827727,0.0001476325,0.00004398308,0.5018837],"genre_scores_gemma":[0.9621139,0.01102635,0.0002375056,0.004329601,0.0003670833,0.00002941611,0.00003234322,0.00002159909,0.02184206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9922864,"threshold_uncertainty_score":0.06186831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2059291603","doi":"10.1177/097172181001600201","title":"Bioprospecting and Commercialisation of Biological Resources by Indigenous Communities in India","year":2011,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Bioprospecting; Traditional knowledge; Grassroots; Indigenous; Ethnomedicine; Livelihood; Intellectual property; Empowerment; Business; Political science; Sociology of scientific knowledge; Public relations; Sociology; Social science; Ecology; Biology; Agriculture; Law","authors":[{"name":"Maria-Costanza Torri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02616094156226781,"gpt":0.2599338507324918,"spread":0.233772909170224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001058326,0.0001157139,0.0001293128,0.001662869,0.003002627,0.001760862,0.0004751633,0.000391578,0.0009923072],"category_scores_gemma":[0.0008915942,0.00011045,0.0001581325,0.001354215,0.001796548,0.0006243637,0.001643835,0.0003899821,0.00009205654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595244,"about_ca_system_score_gemma":0.002304175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01580588,"about_ca_topic_score_gemma":0.04634142,"domain_scores_codex":[0.9991715,0.0003251774,0.00003843188,0.00007948331,0.0001960612,0.0001894017],"domain_scores_gemma":[0.9991488,0.0004251191,0.000156308,0.00007914235,0.0000970691,0.00009349023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005199339,0.0006542184,0.1617122,0.001139032,0.00007021069,0.0158338,0.42328,0.0005446422,0.09757859,0.02250554,0.0008603144,0.2753015],"study_design_scores_gemma":[0.00002388107,0.0008355556,0.5186197,0.0003343933,0.0001259586,0.005907055,0.4166124,0.000867833,0.02195209,0.00323228,0.03140507,0.00008384767],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922016,0.0003691253,0.000179137,0.000194579,0.000001756139,0.00002484521,0.00001141913,0.000002305969,0.0070153],"genre_scores_gemma":[0.9977544,0.0004553414,0.000430666,0.00004430333,0.000001802584,0.000008009404,0.000009821603,9.194802e-7,0.001294802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969974,"threshold_uncertainty_score":0.03142774,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2600348761","doi":"10.1177/0971721816682803","title":"Humanitarian Innovations and Material Returns: Valuation, Bio-financialisation and Radical Politics","year":2017,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Valuation (finance); Kinship; Politics; Commodification; Corporate governance; Political economy; Political science; Sociology; Economy; Economics; Law; Management","authors":[{"name":"Anna M. Agathangelou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03391472710115067,"gpt":0.331064839461747,"spread":0.2971501123605963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01073899,0.0005648903,0.0004383104,0.001784986,0.004983882,0.01289818,0.001127507,0.005130678,0.006377319],"category_scores_gemma":[0.01290226,0.00023158,0.000378405,0.001651048,0.101376,0.01205766,0.009903322,0.004903921,0.0005169405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00606996,"about_ca_system_score_gemma":0.002821694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000794051,"about_ca_topic_score_gemma":0.0008803337,"domain_scores_codex":[0.9905901,0.005738258,0.0001971749,0.0007064667,0.001671115,0.001096922],"domain_scores_gemma":[0.9899535,0.006870255,0.001038662,0.001142775,0.0005814251,0.0004134222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003581285,0.000004351502,0.00005690156,0.000009590097,8.604155e-7,0.00001899185,0.001373935,0.00009913726,0.0000282622,0.9963508,0.0003021136,0.001751399],"study_design_scores_gemma":[0.000006580271,0.00001910722,0.0002531459,0.0001025269,0.00000158706,0.00007038644,0.003746138,0.0002337716,0.0001332762,0.9557897,0.03963447,0.000009293433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07140783,0.01435806,0.03367464,0.1047758,0.0008135076,0.00008160785,0.00004067073,0.00004398531,0.7748038],"genre_scores_gemma":[0.9704601,0.003554692,0.002401686,0.003645767,0.0008444744,0.00008793449,0.00001378386,0.00003689589,0.01895472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9950161,"threshold_uncertainty_score":0.05679387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403024688","doi":"10.1177/09717218241281826","title":"Technological Change and Techno-Social Systems: Re-Examining Sustainable Development and Digitalisation in Africa","year":2024,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Sustainable development; Social change; Political science; Economic geography; Business; Geography; Economic growth; Economics","authors":[{"name":"Gussai H. Sheikheldin","is_ca":false},{"name":"Helen Hambly","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04715520620768857,"gpt":0.2422230317987031,"spread":0.1950678255910146,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004828184,0.0008844441,0.0005612928,0.006152689,0.002900419,0.008666681,0.0008263151,0.001497923,0.002547193],"category_scores_gemma":[0.006630175,0.0002538445,0.0005712,0.008587994,0.01621448,0.01422718,0.006106,0.002171292,0.0001224897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01048283,"about_ca_system_score_gemma":0.005104788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008152678,"about_ca_topic_score_gemma":0.007641469,"domain_scores_codex":[0.9972857,0.001810268,0.0001147293,0.0002280207,0.00026491,0.0002964289],"domain_scores_gemma":[0.9933697,0.005475401,0.0005156906,0.0002608692,0.0002728797,0.0001054854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002168807,0.00002994623,0.004337539,0.001356011,0.00003814834,0.0008094081,0.1065137,0.003481395,0.0006687932,0.8175241,0.0007315316,0.06448773],"study_design_scores_gemma":[0.00001172647,0.00007343004,0.01276675,0.003812843,0.00007410956,0.0007928675,0.2682418,0.004600396,0.001820228,0.4588392,0.2488998,0.00006688885],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4617712,0.1582017,0.07063761,0.05932079,0.0009545872,0.000289622,0.0002536684,0.00006213952,0.2485087],"genre_scores_gemma":[0.9584522,0.0308685,0.007424224,0.0005726173,0.0001046109,0.00009116015,0.00003295577,0.00001860945,0.002435162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970996,"threshold_uncertainty_score":0.07605863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3020133897","doi":"10.1177/0971721820912896","title":"From Expression to Expulsion: Digital Public Spaces as Theatres of Operations in Nepal","year":2020,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Social Media and Politics","field":"Social 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":"Performative utterance; Metaphor; Articulation (sociology); Public sphere; Public space; Documentation; Action (physics); Expression (computer science); Psychological intervention; Control (management); Sociology; Political science; Public relations; Media studies; Law; Public administration; Engineering; Management; Aesthetics; Politics; Art; Computer science; Psychology; Economics","authors":[{"name":"Sohan Sha","is_ca":false},{"name":"Mathieu Quet","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0246699902887569,"gpt":0.3223241374280914,"spread":0.2976541471393345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002491725,0.0004470565,0.0002733328,0.001696793,0.0136232,0.01656896,0.001224903,0.002190939,0.006673819],"category_scores_gemma":[0.00709035,0.0004744249,0.0002966636,0.001974455,0.03335326,0.01123976,0.01336234,0.003693625,0.0008733206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004896601,"about_ca_system_score_gemma":0.002730986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009631232,"about_ca_topic_score_gemma":0.01704397,"domain_scores_codex":[0.9959189,0.002619733,0.00009151815,0.0002709957,0.0004842723,0.0006145659],"domain_scores_gemma":[0.9954377,0.003131896,0.0004673,0.0004326885,0.0002296155,0.0003007773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000520253,0.00002524819,0.001730925,0.00009710979,0.000006849094,0.001098748,0.8898728,0.0001379918,0.0006731948,0.09397307,0.001984192,0.01034787],"study_design_scores_gemma":[0.000008681327,0.00003863797,0.00282063,0.0002807001,0.00001027678,0.0005294723,0.8581469,0.0002960255,0.0009846605,0.0132875,0.1235605,0.00003597535],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7538135,0.001682422,0.00692359,0.01019085,0.0002371948,0.00008789452,0.0001494396,0.000100215,0.2268148],"genre_scores_gemma":[0.9918114,0.0003014953,0.0003849023,0.0002426778,0.00003182823,0.00003090697,0.00002449339,0.00003918929,0.007133131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9863768,"threshold_uncertainty_score":0.03552747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2554766032","doi":"10.1177/0971721816661791","title":"Book Review: Clapperton Chakanetsa Mavhunga (2014), Transient Workspaces: Technologies of Everyday Innovation in Zimbabwe","year":2016,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Transient (computer programming); Workspace; Sociology; Political science; Computer science; Artificial intelligence; Operating system","authors":[{"name":"Anna M. Agathangelou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008490584475776462,"gpt":0.2573654650077907,"spread":0.2488748805320142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000885116,0.001377323,0.001883258,0.004915758,0.0008778186,0.003672083,0.001754631,0.00218628,0.05858154],"category_scores_gemma":[0.004597947,0.0006042686,0.0005452023,0.008583809,0.0008068479,0.004024393,0.001642069,0.002738779,0.04253706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163388,"about_ca_system_score_gemma":0.003524683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008805963,"about_ca_topic_score_gemma":0.02009821,"domain_scores_codex":[0.9993882,0.00006293871,0.00006227941,0.0001147821,0.0003106052,0.0000611783],"domain_scores_gemma":[0.9976203,0.0007826908,0.0002535626,0.00005893732,0.00102866,0.0002557885],"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":[0.00001543219,0.000008538989,0.00005084197,0.002460604,0.00001197814,0.00004232865,0.00007323464,0.00004194265,0.0001153874,0.0006594299,0.8877033,0.1088171],"study_design_scores_gemma":[0.000005509242,0.000007364436,0.000204126,0.001529042,0.00001059307,0.0001591132,0.00004049513,0.000009952049,0.00003756036,0.0002189413,0.9977705,0.00000684677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009279969,0.961349,0.0001945327,0.0122423,0.01539201,0.00002422732,0.0002876206,0.00004296975,0.01037453],"genre_scores_gemma":[0.001315042,0.9136218,0.0003614748,0.007002797,0.01015643,0.00005740015,0.0005950106,0.0000539476,0.06683604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9991222,"threshold_uncertainty_score":0.1959748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314346884","doi":"10.1177/0971721813484381","title":"Producing ‘Human Elements Based Medical Technologies’ in Biotech Companies: Some Ethical and Organisational Ingredients for Innovative Cooking","year":2013,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Bioethics; Judgement; Engineering ethics; Business; Biotechnology; Sociology; Political science; Engineering; Law; Biology","authors":[{"name":"Virginie Tournay","is_ca":false},{"name":"Emmanuelle Rial‐Sebbag","is_ca":false},{"name":"Dörte Bemme","is_ca":true},{"name":"Aurélie Mahalatchimy","is_ca":false},{"name":"Céline Granjou","is_ca":false},{"name":"Séverine Louvel","is_ca":false},{"name":"Anne Cambon‐Thomsen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02180419678969976,"gpt":0.3356268016452054,"spread":0.3138226048555057,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03958507,0.0006040168,0.0004891733,0.001894824,0.01132015,0.01894049,0.002462056,0.007645292,0.003976851],"category_scores_gemma":[0.02478437,0.0007106338,0.00061022,0.00153964,0.09557921,0.0156319,0.01348116,0.005829785,0.0004694356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007110506,"about_ca_system_score_gemma":0.005011471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009174362,"about_ca_topic_score_gemma":0.0009330639,"domain_scores_codex":[0.9438515,0.05005428,0.0007342031,0.001356323,0.002372017,0.001631608],"domain_scores_gemma":[0.9546195,0.03743504,0.002576286,0.002653576,0.001269364,0.001446252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002476928,0.00007002895,0.0008023808,0.0001640001,0.000005942937,0.0004172215,0.2687771,0.0002061204,0.0004095308,0.7226778,0.0004701542,0.00597487],"study_design_scores_gemma":[0.00005557013,0.0001266155,0.002304782,0.0009722731,0.00002190702,0.000962277,0.3513405,0.001469105,0.001900285,0.4849924,0.1557931,0.00006121786],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3523377,0.006545764,0.1541964,0.1192864,0.0005849622,0.0005954171,0.00004226877,0.0001329844,0.3662781],"genre_scores_gemma":[0.9805839,0.0006324078,0.01261572,0.00169432,0.0000609488,0.0001727338,0.00001340209,0.00003973965,0.004186961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9886798,"threshold_uncertainty_score":0.2093484,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2088633186","doi":"10.1177/097172180200700108","title":"Book Reviews : NASIR TYABJI, Industrialization and Innovation: The Indian Experience. New Delhi: Sage Publications, 2000, 162 pp. Rs. 345","year":2002,"lang":"en","type":"article","venue":"Science Technology and Society","topic":"Indian Economic and Social Development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"New delhi; SAGE; Political science; History; Physics; Archaeology","authors":[{"name":"Robert S. Anderson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05549698589646421,"gpt":0.2470926002591064,"spread":0.1915956143626422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007125563,0.002330374,0.002620241,0.00745247,0.001092058,0.003127483,0.001666674,0.001346465,0.06536351],"category_scores_gemma":[0.002161174,0.000803858,0.0007300632,0.01368573,0.0009184566,0.003712313,0.0009008891,0.002758669,0.03797553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001943004,"about_ca_system_score_gemma":0.004108477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0199149,"about_ca_topic_score_gemma":0.02797106,"domain_scores_codex":[0.9995595,0.00005526084,0.00004366085,0.00006843981,0.0002272002,0.00004598391],"domain_scores_gemma":[0.9981731,0.0006105687,0.0001575652,0.00005628308,0.0008102325,0.000192275],"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":[0.00002138686,0.0000200881,0.0001004717,0.001883369,0.00001473298,0.0000409386,0.0001656978,0.00014792,0.0001395303,0.001528999,0.9203802,0.07555667],"study_design_scores_gemma":[0.00000721067,0.00001558417,0.0009068382,0.001173732,0.00002382838,0.0002876979,0.0001616855,0.0000633573,0.00009750757,0.001155603,0.9960862,0.00002066013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002247777,0.9689189,0.0004008189,0.006506194,0.00701534,0.0000235333,0.0006867194,0.0001635226,0.01606021],"genre_scores_gemma":[0.002432208,0.9160284,0.0005904654,0.002170342,0.005104388,0.00003843505,0.0008468096,0.00009029435,0.07269866],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06536351,"threshold_uncertainty_score":0.2186627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}