{"meta":{"query_hash":"db30c60fe908","filters":{"venue":"International Journal of Information Systems in the Service Sector"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/db30c60fe908","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Information+Systems+in+the+Service+Sector"},"results":[{"id":"W1974175470","doi":"10.4018/jisss.2011070101","title":"Demand Analysis by Modeling Choice of Internet Access and IP Telephony","year":2011,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Telephony; Internet access; The Internet; Telecommunications; Voice over IP; Broadband; Market share; Business; Computer science; Marketing; World Wide Web","score_opus":0.04097048419558567,"score_gpt":0.2695296008811047,"score_spread":0.22855911668551906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974175470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988986,0.00013928143,0.0070083,0.00014178499,0.00056568324,0.00010948537,0.000007395594,0.00000674464,0.0030353244],"genre_scores_gemma":[0.9991657,0.000016641612,0.000030796,0.00060344953,0.00015708755,0.0000033411234,0.000014327052,0.0000042082715,0.000004461411],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998566,0.000029941977,0.0008196263,0.000053523425,0.00044569056,0.00008523625],"domain_scores_gemma":[0.9980578,0.0000755163,0.0009185052,0.000091524475,0.00084713154,0.000009535656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010133839,0.00009533208,0.00020414691,0.00079783774,0.000023679568,0.00036286944,0.0007466417,0.000041843352,0.00007789616],"category_scores_gemma":[0.00007062218,0.000068226866,0.00007203341,0.0005391879,0.0000114812865,0.003688233,0.00011643055,0.00013249581,0.0000049838864],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006356231,0.0002021201,0.94809246,0.0009012309,0.0019103787,0.000013713646,0.016554618,0.014450876,0.00045301233,0.003276914,0.001376471,0.01213256],"study_design_scores_gemma":[0.0027340204,0.00003220721,0.3313573,0.00079961726,0.0009366026,0.000092287155,0.008027177,0.6462266,0.00026385137,0.00044302433,0.008612341,0.00047494975],"about_ca_topic_score_codex":0.010119866,"about_ca_topic_score_gemma":0.0004524938,"teacher_disagreement_score":0.63177574,"about_ca_system_score_codex":0.000024029998,"about_ca_system_score_gemma":0.000014771566,"threshold_uncertainty_score":0.9964718},"labels":[],"label_agreement":null},{"id":"W1981370113","doi":"10.4018/ijisss.2014100105","title":"Research in Information Technology Service Management (ITSM) (2000 – 2010)","year":2014,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Information Technology Infrastructure Library; IT service management; Financial management for IT services; Computer science; Knowledge management; Information system; Implementation; Incident management; Service (business); Information technology; Engineering management; Process management; Management science; Engineering; Business; Software engineering","score_opus":0.02111539663073094,"score_gpt":0.26452059524597665,"score_spread":0.2434051986152457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981370113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69595665,0.00010001213,0.0049368073,0.043321766,0.0070745647,0.0014645504,0.000020196905,0.00015452025,0.24697097],"genre_scores_gemma":[0.99304336,0.000043529522,0.0001487688,0.0061854273,0.0004698569,0.000044965043,0.000041578314,0.000006595169,0.000015934807],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99682647,0.00005559462,0.0014659329,0.000070846414,0.0012803078,0.000300873],"domain_scores_gemma":[0.9959269,0.000082793034,0.0012400585,0.00027266997,0.0024668684,0.000010706521],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003952161,0.00015561741,0.00022082146,0.0038350886,0.000099345605,0.00066821626,0.0017643118,0.0001954338,0.0000397508],"category_scores_gemma":[0.0001172048,0.000119368284,0.000046662546,0.002540558,0.000034681012,0.010365867,0.00018501676,0.0006475779,0.0010182764],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059470953,0.00020978182,0.010707581,0.0018321784,0.00020219687,0.000039704013,0.00787755,0.03274958,0.00005401543,0.8420291,0.0138375675,0.08986603],"study_design_scores_gemma":[0.003952064,0.000059043126,0.028856933,0.0009899688,0.000017700186,0.0002436766,0.04858996,0.038663626,0.000044229982,0.0081482455,0.87006396,0.0003706211],"about_ca_topic_score_codex":0.0011690542,"about_ca_topic_score_gemma":0.00032601244,"teacher_disagreement_score":0.8562264,"about_ca_system_score_codex":0.00028110514,"about_ca_system_score_gemma":0.00007727585,"threshold_uncertainty_score":0.99975955},"labels":[],"label_agreement":null},{"id":"W2038221030","doi":"10.4018/jisss.2011100102","title":"Optimal Compensation for Hierarchical Web Services Compositions Under Restricted Visibility","year":2011,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Composability; Computer science; Web service; Robustness (evolution); Visibility; Service-oriented architecture; WS-Policy; Distributed computing; Transactional leadership; Service provider; Web application security; World Wide Web; Computer security; Database; Service (business); Business; Web development","score_opus":0.022433666703951503,"score_gpt":0.2612489860186519,"score_spread":0.23881531931470037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038221030","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7049268,0.00010275975,0.2845445,0.004123296,0.0033003693,0.0008044728,0.000090619076,0.00007881061,0.0020283773],"genre_scores_gemma":[0.98225874,0.000009901014,0.013433922,0.003890667,0.00030487,0.00002875734,0.00006411122,0.0000071034283,0.0000019097781],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972631,0.00026103514,0.0012066388,0.00014712736,0.00090104213,0.00022109563],"domain_scores_gemma":[0.9963792,0.00039061543,0.00094745104,0.00037330683,0.0018273708,0.00008205082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010124025,0.00018354901,0.00024387891,0.0006171137,0.00012577989,0.00042598697,0.002825775,0.000103198814,0.0000131638935],"category_scores_gemma":[0.00001589465,0.0001305533,0.00013175857,0.0006618166,0.00002302824,0.0028021107,0.00015609866,0.00031270247,0.000023100762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002850433,0.0016358652,0.0047520176,0.0014677342,0.0013006234,0.00006261479,0.30509633,0.11076698,0.0065726414,0.5572907,0.0006876066,0.007516494],"study_design_scores_gemma":[0.009645168,0.0011414009,0.122848965,0.0013598202,0.00011819532,0.0020488773,0.032992184,0.7878118,0.0018181254,0.014551118,0.024605671,0.0010586631],"about_ca_topic_score_codex":0.0005860129,"about_ca_topic_score_gemma":0.00026131878,"teacher_disagreement_score":0.6770448,"about_ca_system_score_codex":0.00012245461,"about_ca_system_score_gemma":0.0001680053,"threshold_uncertainty_score":0.5323809},"labels":[],"label_agreement":null},{"id":"W2060559539","doi":"10.4018/ijisss.2015040103","title":"Shared Services Management","year":2015,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"Japan Organization of Occupational Health and Safety","keywords":"General partnership; Services computing; Business; Process management; Knowledge management; Cloud computing; Corporate governance; Government (linguistics); Computer science; Web service; World Wide Web","score_opus":0.01911203763288391,"score_gpt":0.23148803701906254,"score_spread":0.21237599938617863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060559539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4654751,0.00070429646,0.014554296,0.049915735,0.03687044,0.0024376751,0.000044872828,0.00026626594,0.4297313],"genre_scores_gemma":[0.9896141,0.000005308698,0.0001583722,0.008434309,0.0016761691,0.000012161062,0.000039610874,0.000007878738,0.000052075226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99785537,0.000030960568,0.000765599,0.00006318866,0.0011479125,0.00013698683],"domain_scores_gemma":[0.9978882,0.000036465233,0.00079416326,0.0001676206,0.0010978427,0.000015726404],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0018617306,0.00012492177,0.00015464691,0.00073238014,0.000039567298,0.00105049,0.0012566427,0.000038803548,0.000028264267],"category_scores_gemma":[0.000034136494,0.00008603828,0.0000638459,0.00042977737,0.000007950303,0.0037070282,0.00015519571,0.00013925588,0.00038822222],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018288736,0.00078798376,0.058032397,0.0058252686,0.001967679,0.00063997513,0.0633132,0.4421247,0.00005730695,0.26189902,0.14276524,0.020758355],"study_design_scores_gemma":[0.002943068,0.00002257085,0.009415724,0.00064408587,0.00005444801,0.00010692136,0.07262196,0.040789012,0.0000030404165,0.0016369038,0.87150663,0.00025564342],"about_ca_topic_score_codex":0.0008945149,"about_ca_topic_score_gemma":0.0000710956,"teacher_disagreement_score":0.7287414,"about_ca_system_score_codex":0.00012610601,"about_ca_system_score_gemma":0.000019081712,"threshold_uncertainty_score":0.9999865},"labels":[],"label_agreement":null},{"id":"W2068507587","doi":"10.4018/ijisss.2015040104","title":"Socio-Economic Correlates of Information Security Threats and Controls in Global Financial Services Industry","year":2015,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cape Breton University","funders":"Deloitte","keywords":"Sophistication; Business; Information security; Financial services; Transparency (behavior); Finance; Accounting; Public relations; Computer security; Political science","score_opus":0.014709816012709567,"score_gpt":0.263855272683075,"score_spread":0.24914545667036544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068507587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98974794,0.00048971473,0.0024760156,0.0016400099,0.0018885589,0.00027556007,0.000046624613,0.000011190567,0.0034243942],"genre_scores_gemma":[0.9989942,0.000045286768,0.00009610716,0.00074095995,0.0001060886,0.0000060541006,0.000008791813,0.0000012241777,0.0000013263484],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99818665,0.00008273287,0.0010607803,0.000048680195,0.0005059378,0.00011519382],"domain_scores_gemma":[0.998262,0.00009174936,0.0008908341,0.000115887015,0.0005976892,0.00004184694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012670179,0.00010799742,0.00022628876,0.00022249196,0.000028483348,0.00023280195,0.00085110276,0.00011870274,0.000002808084],"category_scores_gemma":[0.000045911092,0.000080180565,0.00004134954,0.00019049145,0.00002120276,0.004995046,0.00014830743,0.00023183977,0.000013978376],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007273249,0.0001656522,0.2748185,0.00054793886,0.00035921318,0.000017883012,0.2211891,0.05057374,0.00001612923,0.43564266,0.0014987126,0.014443116],"study_design_scores_gemma":[0.021594523,0.0008136577,0.5763208,0.0024478661,0.00006935444,0.0013344169,0.10409461,0.22464672,0.00016039686,0.044270586,0.023259686,0.0009873358],"about_ca_topic_score_codex":0.0021149616,"about_ca_topic_score_gemma":0.0003933576,"teacher_disagreement_score":0.39137208,"about_ca_system_score_codex":0.00025949453,"about_ca_system_score_gemma":0.00019340907,"threshold_uncertainty_score":0.36212876},"labels":[],"label_agreement":null},{"id":"W2897087209","doi":"10.4018/ijisss.2019010101","title":"Adoption of Smart TV in UK and the Moderating Role of Viewer Classification","year":2018,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Order (exchange); Perspective (graphical); Perception; Consumer behaviour; Marketing; Business; Market segmentation; Smart device; Advertising; Knowledge management; Computer science; Psychology; Human–computer interaction; Artificial intelligence","score_opus":0.05643221021379675,"score_gpt":0.3386030283170107,"score_spread":0.282170818103214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897087209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932518,0.00013354023,0.003088995,0.0018413925,0.00064056565,0.0001955024,0.000009424957,0.0000037263874,0.00083503034],"genre_scores_gemma":[0.9993403,0.00002338798,0.00025588978,0.00028501832,0.00007813461,0.0000064082014,0.0000023267505,0.0000022445593,0.0000062934764],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967823,0.00030985576,0.001688543,0.000061669576,0.0010860345,0.000071575],"domain_scores_gemma":[0.9955821,0.00046117825,0.0018628066,0.0002047698,0.0018733044,0.000015846223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056553683,0.00007303661,0.00021871625,0.0006413603,0.000038358183,0.00011607001,0.00088786357,0.00008628456,0.000026192272],"category_scores_gemma":[0.00073776086,0.0000394949,0.00005584442,0.0005075519,0.00011291619,0.0009138141,0.000057788773,0.00019738468,0.000014157879],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038202978,0.00039774645,0.4125351,0.00012208593,0.00023974512,0.00000479226,0.25017685,0.011874306,0.010257859,0.23762281,0.0011885847,0.07175982],"study_design_scores_gemma":[0.0050843614,0.00021647273,0.6020654,0.0006142826,0.00002600453,0.00034191762,0.14724533,0.22658202,0.0011241924,0.012333362,0.0041889795,0.0001777231],"about_ca_topic_score_codex":0.00027313305,"about_ca_topic_score_gemma":0.00024920996,"teacher_disagreement_score":0.22528945,"about_ca_system_score_codex":0.000048011058,"about_ca_system_score_gemma":0.00006274228,"threshold_uncertainty_score":0.19600491},"labels":[],"label_agreement":null},{"id":"W4313060779","doi":"10.4018/ijisss.313924","title":"Cross-Cultural Educational Disparities Between China and North America Based on Science and Technology Revolutions","year":2022,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Professional Engineers Ontario; Entrust (Canada)","funders":"","keywords":"China; Variety (cybernetics); Scale (ratio); Contrast (vision); Cross-cultural; Process (computing); Sociology; Political science; Social science; Geography; Computer science; Law; Anthropology","score_opus":0.0171304042195269,"score_gpt":0.33056102434372503,"score_spread":0.31343062012419814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313060779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9445532,0.00009248864,0.000010849913,0.05104094,0.0012780153,0.00018378692,0.00009343311,0.000009439342,0.0027378667],"genre_scores_gemma":[0.99813163,0.000025325844,0.00008798425,0.0014642455,0.0002080905,0.000022756702,0.000026020281,0.0000015405567,0.000032390577],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99820715,0.00012418823,0.0003777575,0.00006412555,0.0011023901,0.00012441305],"domain_scores_gemma":[0.9972666,0.00013862934,0.0003991278,0.00006896651,0.0020683375,0.000058319412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010228253,0.000065571905,0.00009339113,0.00037882454,0.0006955253,0.00045817476,0.000646488,0.000025391273,0.000037769005],"category_scores_gemma":[0.0008285372,0.00004748636,0.00001851173,0.0008713027,0.00035344964,0.0013227103,0.000064574,0.0002233923,0.0000040845625],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001845054,0.0003755108,0.33731118,0.0001242605,0.00013372605,0.0000054175457,0.41539982,0.02525282,0.00012496562,0.20218478,0.010202357,0.008700667],"study_design_scores_gemma":[0.00074042246,0.00008732268,0.59554946,0.00007373803,0.000011782322,0.00009655846,0.12845057,0.0020086558,0.000004153361,0.00029860594,0.27251643,0.00016228989],"about_ca_topic_score_codex":0.0031659305,"about_ca_topic_score_gemma":0.0002134365,"teacher_disagreement_score":0.28694925,"about_ca_system_score_codex":0.0004542987,"about_ca_system_score_gemma":0.00051689276,"threshold_uncertainty_score":0.5349488},"labels":[],"label_agreement":null},{"id":"W4413975987","doi":"10.4018/ijisss.388002","title":"LLM-Guided Multimodal Information Fusion With Hierarchical Spatio-Temporal Graph Network for Sentiment Analysis","year":2025,"lang":"en","type":"article","venue":"International Journal of Information Systems in the Service Sector","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Graph; Information fusion; Sentiment analysis; Artificial intelligence; Fusion; Data mining; Theoretical computer science","score_opus":0.009639930156432422,"score_gpt":0.2799848287921413,"score_spread":0.2703448986357089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413975987","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025152056,0.000042211435,0.97097695,0.0022001744,0.00066578295,0.00050894066,0.000017158767,0.000045701137,0.00039105274],"genre_scores_gemma":[0.9332557,0.000014022281,0.06438582,0.0019764395,0.00015195271,0.0000625967,0.00013784382,0.0000038460394,0.000011795091],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970181,0.00015996027,0.0014832104,0.00010220441,0.0010401332,0.00019639624],"domain_scores_gemma":[0.9957337,0.00025830654,0.0014181879,0.0003339385,0.0022099353,0.00004596833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017276368,0.00017363972,0.00033732556,0.0016342938,0.00011119339,0.00059164513,0.0016957307,0.00008418204,0.0000053308986],"category_scores_gemma":[0.000079427526,0.00011632713,0.00021681206,0.0022190127,0.000021435877,0.004571537,0.00012691921,0.00023498188,0.0000053826016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070435693,0.00021300484,0.017298535,0.0002024858,0.0026812423,0.000009157915,0.0106207365,0.8454538,0.000048741826,0.10088665,0.0047709933,0.017110309],"study_design_scores_gemma":[0.0029848297,0.00024372924,0.014396901,0.000558393,0.000266944,0.00010294949,0.001371817,0.93821037,0.00033857446,0.005702761,0.035462752,0.0003599528],"about_ca_topic_score_codex":0.00033097077,"about_ca_topic_score_gemma":0.00022758405,"teacher_disagreement_score":0.90810364,"about_ca_system_score_codex":0.00024922707,"about_ca_system_score_gemma":0.000162219,"threshold_uncertainty_score":0.57052475},"labels":[],"label_agreement":null}]}