{"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":"ae80ad291a83","filters":{"venue":"International Marketing and Management Research"}},"results":[{"id":"W4294577895","doi":"10.1007/978-3-031-13231-5","title":"Making Sense of Immigrant Work Integration","year":2022,"lang":"en","type":"book","venue":"International Marketing and Management Research","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Immigration; Work (physics); Sense (electronics); Sociology; History; Engineering; Archaeology","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08665410825169892,"gpt":0.3955790643858252,"spread":0.3089249561341263,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01033635,0.0001232796,0.0001716513,0.0006431016,0.0005859367,0.0001670951,0.0003796557,0.0001012246,0.002607599],"category_scores_gemma":[0.0005017763,0.0001336846,0.00008439595,0.0002026425,0.0002673192,0.0001150254,0.0004480242,0.0004653783,0.00001725414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004644788,"about_ca_system_score_gemma":0.0001359883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008822534,"about_ca_topic_score_gemma":0.001960691,"domain_scores_codex":[0.9970052,0.0007606904,0.0003570717,0.0003626966,0.001232508,0.000281801],"domain_scores_gemma":[0.9984298,0.0008474587,0.0001951317,0.0001715436,0.0003049415,0.00005109416],"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":[0.0004940908,0.0001125784,0.001633679,0.0004997307,0.0004678848,0.0000675652,0.01981659,0.00002868811,0.000005030241,0.3711503,0.4703375,0.1353864],"study_design_scores_gemma":[0.0001334959,0.00001894151,0.002025935,0.0004856254,0.00001721169,8.092882e-7,0.006856794,0.00006965522,0.000001055053,0.006268792,0.9839823,0.000139349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00220104,0.0003935818,0.00009925353,0.001328459,0.0005233733,0.0004890819,0.00001564847,0.0000309852,0.9949186],"genre_scores_gemma":[0.06058421,0.005980541,0.0003249364,0.00005827413,0.0004806715,0.00008224496,0.00009961236,0.00002001113,0.9323695],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5136449,"threshold_uncertainty_score":0.9983041,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577558","doi":"10.1007/978-3-031-13231-5_2","title":"The Sensemaking Perspective","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Sensemaking; Perspective (graphical); Meaning (existential); Identity (music); Process (computing); Sociology; Epistemology; Psychology; Knowledge management; Computer science; Psychotherapist","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03899575314055518,"gpt":0.304643163818305,"spread":0.2656474106777498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00408719,0.0002677242,0.0001766112,0.0007146227,0.002279991,0.001084104,0.0007414689,0.00005772763,0.003092873],"category_scores_gemma":[0.0004224799,0.0002219896,0.00009192015,0.0001780895,0.0002526343,0.0002858684,0.004029612,0.000581372,0.0002520004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884762,"about_ca_system_score_gemma":0.00001203454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001588858,"about_ca_topic_score_gemma":0.0001310997,"domain_scores_codex":[0.9969788,0.0000405265,0.000307969,0.0005915428,0.00168947,0.0003917146],"domain_scores_gemma":[0.998243,0.0006115986,0.00021734,0.0002740719,0.0006404801,0.00001347919],"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":[0.00009082647,0.00001128196,0.0001316892,0.0001308131,0.000386056,0.00006147796,0.00001811878,0.000005416872,3.110119e-7,0.8698606,0.1188229,0.01048053],"study_design_scores_gemma":[0.0001742742,0.000005105877,0.0008901451,0.0001090195,0.00004747674,0.00000191967,0.0008112692,0.0002118944,6.281142e-8,0.1143047,0.8832339,0.0002102956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001902065,0.001722381,0.00001497997,0.01265688,0.0008649758,0.0005636835,0.000004966532,0.00009729569,0.9840558],"genre_scores_gemma":[0.007759369,0.009567374,0.00006762632,0.0006847196,0.00212554,0.00009891176,0.00006623818,0.00008475784,0.9795455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.764411,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3095882541","doi":"10.1007/978-3-030-46878-1_2","title":"Clarifying Key Terms and Philosophical Foundations of Transaction Cost Economics","year":2020,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Economic Theory and Institutions","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Opportunism; Transaction cost; Bounded rationality; Controllability; Epistemology; Rationality; Categorization; Conflation; Key (lock); Law and economics; Economics; Positive economics; Computer science; Microeconomics; Philosophy; Mathematics; Computer security","authors":[{"name":"George Z. Peng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.121569171858456,"gpt":0.3096435765980902,"spread":0.1880744047396343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001780328,0.0001501781,0.0002828019,0.0005239623,0.0001988757,0.0001388772,0.0002279992,0.0001548757,0.0005391394],"category_scores_gemma":[0.0001001905,0.0001916975,0.00008126823,0.00003031219,0.0002937843,0.0002180321,0.0001987144,0.0004532003,0.00008236416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310623,"about_ca_system_score_gemma":0.00001349557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001473361,"about_ca_topic_score_gemma":0.00001361003,"domain_scores_codex":[0.9987053,0.00002705785,0.0005695171,0.0004836602,0.00005686793,0.0001576478],"domain_scores_gemma":[0.9992311,0.0002340895,0.000233087,0.0001693588,0.00004940206,0.00008296117],"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":[0.00008117786,0.00001815781,0.0002802024,0.0001638158,0.0002396518,0.000003795062,0.00004698027,0.00001970129,0.00000149999,0.991242,0.0002476029,0.007655425],"study_design_scores_gemma":[0.0003713403,0.00002994544,0.0007343609,0.0001528744,0.00001396537,0.000005504795,0.00003501476,0.001496554,0.000002279174,0.5159256,0.4810621,0.0001704316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001117288,0.000317478,0.00111327,0.007309523,0.0003493935,0.0003891981,0.0002558927,0.00001916157,0.9891288],"genre_scores_gemma":[0.870459,0.02498562,0.0009711962,0.0001919437,0.0004566245,0.00005022448,0.0001929951,0.00005404289,0.1026384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8864904,"threshold_uncertainty_score":0.7817197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577842","doi":"10.1007/978-3-031-13231-5_4","title":"Powerful Interactions for Integration","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Sensemaking; Knowledge management; Construct (python library); Competence (human resources); Key (lock); Intercultural communication; Psychology; Social psychology; Computer science; Pedagogy","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1119939098140397,"gpt":0.4423649834077126,"spread":0.330371073593673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005237672,0.0001544431,0.0001402983,0.0006814297,0.001000625,0.0003016978,0.000549693,0.00008845403,0.006088498],"category_scores_gemma":[0.0004101545,0.0001685482,0.0001245748,0.00004697147,0.0001739981,0.0001795113,0.0004926421,0.0004831314,0.00006040545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006223232,"about_ca_system_score_gemma":0.00004676246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004192225,"about_ca_topic_score_gemma":0.00106209,"domain_scores_codex":[0.997407,0.0001793542,0.0002722854,0.0004275771,0.001421858,0.0002919825],"domain_scores_gemma":[0.9979417,0.001183664,0.000126517,0.0001237581,0.0005535485,0.00007077717],"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":[0.0002111558,0.00002801232,0.000008638684,0.00003935202,0.0002275582,0.00001001411,0.002553535,0.000001289575,0.000002267622,0.9079596,0.04170809,0.04725052],"study_design_scores_gemma":[0.000222881,0.000033958,0.00004366698,0.0001626394,0.00001973106,9.276675e-7,0.008506769,0.00004765951,9.621579e-7,0.02938882,0.9614192,0.0001527674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001596715,0.0003093684,0.00009781244,0.01180787,0.001746537,0.0008118675,0.00005411529,0.00005389866,0.9849589],"genre_scores_gemma":[0.01984355,0.01617139,0.0003023752,0.00008389272,0.001125943,0.0001342357,0.0002386118,0.00003369696,0.9620663],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9197111,"threshold_uncertainty_score":0.9948201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577381","doi":"10.1007/978-3-031-13231-5_7","title":"Extending Sensemaking of Immigrant Integration","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Work-Family Balance Challenges","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":"Carleton University","funders":"","keywords":"Sensemaking; Process (computing); Immigration; Process management; Sociology; Engineering ethics; Political science; Knowledge management; Epistemology; Computer science; Engineering","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07370249183678058,"gpt":0.384771071981537,"spread":0.3110685801447565,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008822087,0.000137048,0.0001799087,0.0007118119,0.0004668698,0.0001154436,0.0004577258,0.0000971387,0.002261109],"category_scores_gemma":[0.0003894035,0.0001478754,0.00007745431,0.00008297925,0.0003173465,0.0001107044,0.0006302188,0.0005354201,0.00001052435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003758387,"about_ca_system_score_gemma":0.0000430103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006040329,"about_ca_topic_score_gemma":0.0005962631,"domain_scores_codex":[0.9968304,0.0003687298,0.0002995854,0.0003931306,0.001820378,0.0002877625],"domain_scores_gemma":[0.9983649,0.0009512064,0.0001850478,0.0001723996,0.0002737275,0.00005272144],"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":[0.0001238674,0.00002308679,0.0003140507,0.0001707271,0.0001907003,0.0000485844,0.002143246,0.000003867983,0.00002940367,0.853321,0.005545312,0.1380861],"study_design_scores_gemma":[0.0001540305,0.00002587436,0.002301235,0.001016757,0.00001782204,0.000001953114,0.007846985,0.0000308896,0.000002633507,0.01205006,0.9763781,0.0001736594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008468671,0.001162467,0.00002956593,0.001186902,0.0005109875,0.0003792193,0.00001367589,0.00004541299,0.9958249],"genre_scores_gemma":[0.173746,0.04977664,0.0004289474,0.00002239778,0.000429612,0.00005324802,0.00004140495,0.00003623108,0.7754655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9708328,"threshold_uncertainty_score":0.998651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577556","doi":"10.1007/978-3-031-13231-5_3","title":"The Immigrant Sensemaker","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"International Student and Expatriate Challenges","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":"Carleton University","funders":"","keywords":"Sensemaking; Identity (music); Narrative; Context (archaeology); Immigration; Work (physics); Process (computing); Power (physics); Sociology; Psychology; Political science; Public relations; Engineering; Computer science; Geography; Aesthetics","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06798969410462094,"gpt":0.3901211927276349,"spread":0.3221314986230139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009858636,0.000138606,0.0001084861,0.0002662811,0.002475581,0.0004380138,0.0007588581,0.0000809387,0.002616394],"category_scores_gemma":[0.0002700455,0.00011403,0.00009736442,0.00004220023,0.0003889354,0.0000689553,0.0009808847,0.0005732274,0.00009764254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630157,"about_ca_system_score_gemma":0.00003939742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109439,"about_ca_topic_score_gemma":0.001606431,"domain_scores_codex":[0.9961739,0.0003408559,0.000236498,0.0003565308,0.00253035,0.0003618636],"domain_scores_gemma":[0.9978217,0.001535918,0.00009950434,0.0001616761,0.0003144748,0.00006676051],"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":[0.0001266109,0.000010292,0.00001265425,0.00001931236,0.0002650609,0.00006722633,0.002342241,6.269971e-7,3.991162e-7,0.9254858,0.03175149,0.03991832],"study_design_scores_gemma":[0.000129197,0.0000138243,0.0001198853,0.00007969765,0.00001076701,0.000001407929,0.01045633,0.000008849686,1.678182e-7,0.02031011,0.9687493,0.0001203985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003028996,0.001575343,0.000001429622,0.02370126,0.001121191,0.0004025898,0.00001258826,0.00003776428,0.972845],"genre_scores_gemma":[0.01655468,0.1064404,0.00001888343,0.00006947855,0.0007709666,0.0000441997,0.00002585786,0.00002260159,0.876053],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9369979,"threshold_uncertainty_score":0.998823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577823","doi":"10.1007/978-3-031-13231-5_6","title":"The Macro Context of Immigration","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Migration, Ethnicity, and Economy","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":"Carleton University","funders":"","keywords":"Sensemaking; Narrative; Immigration; Context (archaeology); Multiculturalism; Sociology; Social work; Political science; Public relations; Pedagogy; Geography","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05430142963047374,"gpt":0.3628210203718328,"spread":0.3085195907413591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009017649,0.00008693679,0.000102243,0.0002196593,0.001107137,0.0001661849,0.0004713843,0.00006229714,0.002235232],"category_scores_gemma":[0.0002585105,0.00007734593,0.00006394094,0.00004499675,0.0003839294,0.00009347787,0.0003666509,0.0002948951,0.00001911257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778489,"about_ca_system_score_gemma":0.00006067232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760863,"about_ca_topic_score_gemma":0.00814066,"domain_scores_codex":[0.9979802,0.0003210637,0.00027659,0.0002387481,0.0009811285,0.0002022663],"domain_scores_gemma":[0.9982758,0.00108461,0.0001525492,0.0001529035,0.0002905047,0.00004370507],"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":[0.00007335481,0.000009092669,0.0001945009,0.00003998939,0.0001183243,0.000003177097,0.001905488,8.438823e-7,0.000001272761,0.880143,0.04347314,0.07403777],"study_design_scores_gemma":[0.00008642818,0.00001507995,0.0005954977,0.00005631357,0.00000817971,2.847835e-7,0.005383933,0.000039929,0.000001224147,0.01358644,0.9801555,0.00007125198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005480341,0.0006497686,0.00001012248,0.007284834,0.0004156808,0.0004003601,0.00001644017,0.00001493143,0.9906598],"genre_scores_gemma":[0.0635306,0.03911629,0.00002757238,0.00005593738,0.0002761286,0.00005961816,0.00003714914,0.00001245927,0.8968843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9366823,"threshold_uncertainty_score":0.9986768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577591","doi":"10.1007/978-3-031-13231-5_5","title":"Organizing for Immigrant Workforce Integration","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Sensemaking; Workforce; Perspective (graphical); Work (physics); Knowledge management; Public relations; Political science; Engineering; Computer science","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06552288190283846,"gpt":0.3078814722587631,"spread":0.2423585903559247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004123055,0.0003543695,0.0002758672,0.001651445,0.0007954382,0.001170372,0.0007630563,0.0001082549,0.003768911],"category_scores_gemma":[0.0002081393,0.0003639542,0.0001682612,0.0001509408,0.0001132396,0.0005219852,0.001852671,0.0005749805,0.0002111145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002262478,"about_ca_system_score_gemma":0.00001179436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009814082,"about_ca_topic_score_gemma":0.00005773116,"domain_scores_codex":[0.9968693,0.00003018939,0.0004732617,0.0007930891,0.001345001,0.0004892103],"domain_scores_gemma":[0.9986318,0.0003288488,0.0002786267,0.0003492605,0.0003862289,0.00002528934],"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":[0.0002634336,0.00003780392,0.00005457082,0.0006774751,0.0002611723,0.00005051393,0.00003524673,0.00001529075,0.000009569752,0.8253827,0.05737983,0.1158324],"study_design_scores_gemma":[0.000523888,0.00001988006,0.000192507,0.0005180046,0.00009036167,0.000001998899,0.0004887854,0.001402044,8.952179e-7,0.01809656,0.9783105,0.0003545244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005346605,0.0004221837,0.0002758701,0.002702508,0.0006949131,0.001509747,0.00001385822,0.0001491529,0.9936971],"genre_scores_gemma":[0.02818325,0.002675191,0.0004084262,0.0009659412,0.002564437,0.0004941358,0.000817851,0.0001734637,0.9637173],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9209307,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294577691","doi":"10.1007/978-3-031-13231-5_1","title":"Immigrant Work Integration: A Wicked Problem","year":2022,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"","keywords":"Underemployment; Sketch; Sensemaking; Immigration; Work (physics); Unemployment; Economic shortage; Wicked problem; Key (lock); Political science; Sociology; Development economics; Public relations; Economic growth; Engineering; Computer science; Economics; Management; Computer security; Law","authors":[{"name":"Luciara Nardon","is_ca":true},{"name":"Amrita Hari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0454173292378378,"gpt":0.3544659476498602,"spread":0.3090486184120224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006624628,0.0001635292,0.0001485708,0.0005687198,0.0008675781,0.0003432411,0.0005386179,0.0001169615,0.008929619],"category_scores_gemma":[0.0001969169,0.0001678087,0.00007934282,0.0001675229,0.0003992962,0.0001203509,0.0004858209,0.0006833859,0.0000610319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000380382,"about_ca_system_score_gemma":0.00008564052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005097611,"about_ca_topic_score_gemma":0.002908788,"domain_scores_codex":[0.9967144,0.0003944182,0.0002995721,0.0004486469,0.001828922,0.0003141007],"domain_scores_gemma":[0.9987934,0.0004386047,0.0001215128,0.0001854912,0.0003540724,0.0001069481],"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":[0.000115617,0.00001990579,0.00003637344,0.00004095616,0.0001130548,0.00003544602,0.002916584,0.000004243012,5.135353e-7,0.898458,0.04119284,0.05706643],"study_design_scores_gemma":[0.0001552853,0.00001758266,0.0001062581,0.0002606368,0.00001357598,8.759608e-7,0.003415729,0.00009997141,8.265768e-8,0.01136078,0.9844036,0.0001656479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000168909,0.0002815019,0.00006841159,0.009835471,0.0003935514,0.0006705545,0.00001970147,0.00007573024,0.9884862],"genre_scores_gemma":[0.005801292,0.01342993,0.0006874579,0.000152773,0.0003320626,0.0001334605,0.0001447195,0.0000289785,0.9792894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9432107,"threshold_uncertainty_score":0.9919764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3096058928","doi":"10.1007/978-3-030-46878-1_3","title":"Opportunism and Bounded Rationality in Transaction Cost Economics: Values, Attitudes, or Behaviors?","year":2020,"lang":"en","type":"book-chapter","venue":"International Marketing and Management Research","topic":"Economic Theory and Institutions","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":"University of Regina","funders":"","keywords":"Opportunism; Bounded rationality; Transaction cost; Rationality; Microeconomics; Bounded function; Economics; Database transaction; Positive economics; Mathematical economics; Computer science; Mathematics; Epistemology; Philosophy; Database; Market economy","authors":[{"name":"George Z. Peng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1541889776240468,"gpt":0.3375248319827674,"spread":0.1833358543587206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00344012,0.0001984331,0.000325189,0.0006015783,0.0002101951,0.0002735123,0.0002625584,0.0001610057,0.001572505],"category_scores_gemma":[0.0001007369,0.0002393177,0.00006550903,0.00003718988,0.0002471907,0.0002960423,0.0002095479,0.0005141165,0.0001109828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003820728,"about_ca_system_score_gemma":0.00004857157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001162024,"about_ca_topic_score_gemma":0.0002412902,"domain_scores_codex":[0.9982637,0.0000514878,0.0006842619,0.0007033985,0.00007569771,0.0002214512],"domain_scores_gemma":[0.9992026,0.0002341649,0.0002079181,0.0001953618,0.00004586012,0.000114091],"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":[0.0002251091,0.00003994419,0.001131951,0.0001354988,0.0001485283,0.00003039131,0.0000536575,0.00001070451,4.960452e-7,0.9885851,0.000836189,0.008802459],"study_design_scores_gemma":[0.0007904447,0.00004275527,0.008898675,0.0002107713,0.00001289985,0.00001146859,0.00006606881,0.0008462596,0.000001006796,0.252268,0.7365345,0.0003170965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004364074,0.0006078141,0.0002714329,0.003649335,0.0005276694,0.0007758134,0.0003890264,0.00003075784,0.9893841],"genre_scores_gemma":[0.3432384,0.04124024,0.0009768486,0.0004547498,0.0004584892,0.0002353452,0.0005096152,0.00007593471,0.6128104],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.736317,"threshold_uncertainty_score":0.9993402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}