{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"31183c343563","filters":{"venue":"Integrated series on information systems/Integrated series in information systems"}},"results":[{"id":"W2494664227","doi":"10.1007/978-1-4614-9463-8","title":"Advances in Research Methods for Information Systems Research","year":2013,"lang":"en","type":"book","venue":"Integrated series on information systems/Integrated series in information systems","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Data science","authors":[{"name":"Kweku-Muata Osei-Bryson","is_ca":false},{"name":"Ojelanki Ngwenyama","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1527090927108007,"gpt":0.419507592774764,"spread":0.2667985000639633,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01743519,0.00244719,0.003557891,0.008118878,0.001023426,0.008534694,0.003182158,0.002419993,0.02355341],"category_scores_gemma":[0.05495379,0.001234096,0.001887262,0.01138625,0.00461666,0.01336089,0.003433546,0.005460298,0.01335773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002609827,"about_ca_system_score_gemma":0.004396645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001931411,"about_ca_topic_score_gemma":0.002252033,"domain_scores_codex":[0.9820983,0.008553139,0.001457152,0.001310254,0.00630884,0.000272373],"domain_scores_gemma":[0.9209173,0.06425689,0.001069137,0.007715684,0.005564898,0.0004761047],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003438099,0.00008358283,0.0005471382,0.003445915,0.0001932501,0.00007155971,0.0003920455,0.001611692,0.0004884276,0.474346,0.1004873,0.4182986],"study_design_scores_gemma":[0.00002199277,0.00002174173,0.0004438141,0.0008119724,0.00008726891,0.0001698302,0.0001796721,0.006318412,0.0004647664,0.7237567,0.2676893,0.00003460443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000610403,0.1602821,0.771069,0.008439141,0.006000603,0.0002054466,0.0007084808,0.001565018,0.05111968],"genre_scores_gemma":[0.02255479,0.1867223,0.7314618,0.003934839,0.01149668,0.001182718,0.001305673,0.001461101,0.03987999],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9825648,"threshold_uncertainty_score":0.09220719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W154453556","doi":"10.1007/978-1-4419-6108-2_17","title":"Punctuated Equilibrium Theory in IS Research","year":2011,"lang":"en","type":"book-chapter","venue":"Integrated series on information systems/Integrated series in information systems","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Punctuated equilibrium; Operationalization; Gradualism; Adaptation (eye); Economics; Epistemology; Psychology; Geology; Philosophy","authors":[{"name":"Christopher T. Street","is_ca":false},{"name":"James S. Denford","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06014895694571046,"gpt":0.3274157800789658,"spread":0.2672668231332553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002850267,0.0008220111,0.001399616,0.001629861,0.001507121,0.003547267,0.001575211,0.002226482,0.01210602],"category_scores_gemma":[0.00313642,0.0004111195,0.0006911916,0.003581965,0.008025834,0.008762526,0.001916768,0.002331448,0.001418876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003531315,"about_ca_system_score_gemma":0.002262732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651771,"about_ca_topic_score_gemma":0.001554611,"domain_scores_codex":[0.9980323,0.001004801,0.0001120802,0.0002451655,0.0004714453,0.0001341735],"domain_scores_gemma":[0.9984975,0.001071924,0.00008561117,0.0001386989,0.0001522951,0.00005411213],"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":[0.000002128194,0.000003689494,0.00003189271,0.00002468352,0.000004246328,0.00001332479,0.0001125076,0.0008121743,0.0000170284,0.9945458,0.001066614,0.003365961],"study_design_scores_gemma":[0.000002586387,0.00000382136,0.00003623241,0.00001841867,0.000002092972,0.00001455099,0.00005814652,0.001470205,0.00002877715,0.9925246,0.005837856,0.00000282438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02065337,0.01791536,0.4712377,0.01859698,0.001908099,0.0001074745,0.000223255,0.0002329882,0.4691247],"genre_scores_gemma":[0.8276044,0.01311986,0.05273644,0.001906654,0.001649258,0.0004001328,0.0002147465,0.0002164223,0.1021522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01210602,"threshold_uncertainty_score":0.04049873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W104192401","doi":"10.1007/978-1-4419-9707-4_3","title":"Transactive Memory and Its Application in IS Research","year":2011,"lang":"en","type":"book-chapter","venue":"Integrated series on information systems/Integrated series in information systems","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Transactive memory; Computer science; Knowledge management; Data science; Focus (optics); Physics","authors":[{"name":"Dorit Nevo","is_ca":true},{"name":"Ron Ophir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1789845325345625,"gpt":0.3748277796203993,"spread":0.1958432470858368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003483409,0.0009696619,0.000934532,0.00312415,0.0012598,0.006651924,0.001804933,0.002361697,0.01184926],"category_scores_gemma":[0.00753953,0.0003264575,0.0008146755,0.005907749,0.006209149,0.009501209,0.002126812,0.002196389,0.001210989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056507,"about_ca_system_score_gemma":0.00165215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372746,"about_ca_topic_score_gemma":0.002535326,"domain_scores_codex":[0.9985972,0.0006784193,0.000112696,0.0001773874,0.0003419674,0.0000922392],"domain_scores_gemma":[0.9925579,0.006148273,0.0002388311,0.0004917152,0.000431487,0.0001318112],"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":[0.0000135809,0.00001881331,0.0001827004,0.0002370125,0.00001643173,0.0000797652,0.001918877,0.0005267813,0.0001466435,0.9435506,0.002822213,0.05048669],"study_design_scores_gemma":[0.000006163964,0.00002693722,0.0002267021,0.000199617,0.00001804978,0.0003673532,0.001450181,0.003079794,0.0003398703,0.9558129,0.03845447,0.00001791251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01646079,0.1317687,0.3109651,0.01100078,0.002916045,0.0001113039,0.0001837399,0.0002802212,0.5263132],"genre_scores_gemma":[0.6519397,0.08179729,0.1249663,0.002561414,0.002620159,0.0005591451,0.0002020847,0.000229463,0.1351243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01184926,"threshold_uncertainty_score":0.03963971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2181495840","doi":"10.1007/978-1-4614-6286-6_5","title":"Social Navigation for Learning in Immersive Worlds","year":2013,"lang":"en","type":"book-chapter","venue":"Integrated series on information systems/Integrated series in information systems","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University","funders":"","keywords":"Human–computer interaction; Social worlds; Computer science; Psychology; Sociology; Social science","authors":[{"name":"Jon Dron","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01706721848454736,"gpt":0.2451773954127041,"spread":0.2281101769281567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000292776,0.0007547511,0.0003327235,0.0003989209,0.0005927614,0.002510201,0.000845413,0.001248678,0.01650116],"category_scores_gemma":[0.0009616297,0.0002259511,0.0003375566,0.0006083664,0.0011509,0.004126182,0.001981555,0.00100174,0.002497754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179149,"about_ca_system_score_gemma":0.0004454644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001787641,"about_ca_topic_score_gemma":0.004384557,"domain_scores_codex":[0.999775,0.00007476023,0.000008881912,0.00004061001,0.00008151267,0.00001923634],"domain_scores_gemma":[0.9997219,0.000140917,0.00001689958,0.00004676138,0.00004750039,0.00002592397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004719693,0.00006644626,0.0004204398,0.0006087334,0.00003615519,0.00008322275,0.001769681,0.004624622,0.003713459,0.4024768,0.02905959,0.5570936],"study_design_scores_gemma":[0.00002142241,0.0001675563,0.001110802,0.0007421731,0.00005035579,0.0005720364,0.001874389,0.03336972,0.003273648,0.3920781,0.5666744,0.00006543726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0277158,0.03863568,0.6550019,0.003188871,0.001871529,0.00009356011,0.0001840273,0.002130582,0.271178],"genre_scores_gemma":[0.4191814,0.02761298,0.3285879,0.000537866,0.0008280177,0.0003475818,0.0004149739,0.0003850451,0.2221042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01650116,"threshold_uncertainty_score":0.05520189,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}