{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001810841,0.0003540595,0.0003463116,0.0007383642,0.004468995,0.006848868,0.0005658201,0.002196668,0.01094768],"category_scores_gemma":[0.003822317,0.0001599349,0.0002216147,0.0007123757,0.005274037,0.006738785,0.005143238,0.00425243,0.002372118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107134,"about_ca_system_score_gemma":0.002237769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002609497,"about_ca_topic_score_gemma":0.006793059,"domain_scores_codex":[0.9990091,0.0005501197,0.00002468145,0.00004947972,0.0002447861,0.0001218778],"domain_scores_gemma":[0.9986047,0.000711771,0.00009379017,0.00005431794,0.0001491024,0.0003862408],"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":[0.00001342081,0.00003326442,0.0005802368,0.0001275444,0.000007079771,0.0005709031,0.08903824,0.00004236228,0.0002264012,0.1239074,0.6706911,0.1147621],"study_design_scores_gemma":[0.000003394767,0.00002143949,0.0008548088,0.0005413665,0.00000416452,0.0005700623,0.0523053,0.00003854853,0.00005803433,0.02612916,0.9194639,0.000009858532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01229239,0.07835284,0.00174485,0.2475733,0.02202683,0.00003408476,0.00005497464,0.0001209258,0.6377999],"genre_scores_gemma":[0.2318509,0.06491307,0.00329908,0.07986989,0.009571272,0.000161678,0.0001356295,0.0002395659,0.6099589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01094768,"threshold_uncertainty_score":0.0366236,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004007228,0.0008980762,0.0004001534,0.002330201,0.00466228,0.01118334,0.001611394,0.002659981,0.006763857],"category_scores_gemma":[0.003120871,0.0002993146,0.0004650497,0.00220386,0.03085091,0.01323461,0.005587718,0.004964685,0.001260653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005053706,"about_ca_system_score_gemma":0.003259604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003048042,"about_ca_topic_score_gemma":0.002437609,"domain_scores_codex":[0.9962031,0.002403836,0.0001060103,0.0004649094,0.0005472333,0.0002748889],"domain_scores_gemma":[0.9975361,0.001563635,0.000150968,0.0002878939,0.0002335085,0.0002278271],"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":[0.000003420924,0.000006765883,0.00007371935,0.00003854454,0.000001449833,0.0000634465,0.01508786,0.00007088453,0.00008062914,0.9783624,0.001712121,0.004498838],"study_design_scores_gemma":[0.00000559009,0.00001644859,0.0002376006,0.0003688135,0.000005604331,0.0002337118,0.02421211,0.0003586175,0.0002603621,0.6968871,0.2774034,0.00001074035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01732081,0.01462757,0.05174135,0.02366247,0.001286319,0.00008636136,0.0001057349,0.00009729715,0.8910721],"genre_scores_gemma":[0.8393139,0.01350803,0.02515895,0.006211278,0.001347733,0.0002934879,0.000207227,0.0001851118,0.1137742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01118334,"threshold_uncertainty_score":0.03666735,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004280606,0.000987067,0.0008365836,0.002508398,0.001722394,0.008077007,0.001896052,0.003199304,0.008360292],"category_scores_gemma":[0.009380573,0.0005378915,0.0005142806,0.004397365,0.01299108,0.0173719,0.001824119,0.008749234,0.002170266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003271715,"about_ca_system_score_gemma":0.002426378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001971204,"about_ca_topic_score_gemma":0.002036093,"domain_scores_codex":[0.9981331,0.0009887994,0.0001243208,0.0002170313,0.0004366123,0.0001001989],"domain_scores_gemma":[0.9946936,0.004083029,0.0002384639,0.000401788,0.0004789363,0.0001042666],"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":[0.000001011824,0.00000244962,0.00000723128,0.00001092649,3.737609e-7,0.00000527733,0.00007993355,0.00006732107,0.00002177141,0.9966343,0.001641828,0.001527562],"study_design_scores_gemma":[0.000001169118,0.00000174623,0.00002879858,0.00004434379,0.000001559108,0.0000261357,0.00004913693,0.0005233204,0.00006003572,0.9714419,0.02781842,0.000003336445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007421577,0.05770186,0.4047347,0.05363876,0.005863078,0.0001707699,0.0004088615,0.000270022,0.4697904],"genre_scores_gemma":[0.4274193,0.06046522,0.3418887,0.0151152,0.01207648,0.0008739445,0.0005570875,0.0007975162,0.1408066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008360292,"threshold_uncertainty_score":0.02796799,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408715,0.0008225141,0.0003522656,0.0008803122,0.004875739,0.008870378,0.0009755139,0.002143875,0.02252297],"category_scores_gemma":[0.001977,0.0003019595,0.0004929124,0.0007642162,0.0131818,0.01075602,0.00969422,0.005520598,0.004633218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002613034,"about_ca_system_score_gemma":0.001943519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105677,"about_ca_topic_score_gemma":0.001757558,"domain_scores_codex":[0.9984521,0.0007790964,0.00003294247,0.0001920998,0.0003738224,0.0001699425],"domain_scores_gemma":[0.9991499,0.0004562094,0.00005253483,0.0001220277,0.00008135558,0.0001379128],"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":[0.000009054791,0.00001061751,0.00006335654,0.00006928028,0.000004009086,0.0001396194,0.01586865,0.0001487666,0.000304491,0.949428,0.01602903,0.0179251],"study_design_scores_gemma":[0.000006541478,0.00001411848,0.0001558156,0.0002529998,0.000006675003,0.0002543452,0.004869396,0.0003057462,0.000245421,0.3129954,0.6808835,0.00001008888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005044126,0.009910938,0.01554601,0.01073824,0.001060585,0.00003606406,0.00003080994,0.0001528279,0.9574805],"genre_scores_gemma":[0.4074943,0.01399851,0.01763858,0.006001131,0.001456836,0.000286738,0.0001344182,0.0005188931,0.5524706],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02252297,"threshold_uncertainty_score":0.07534677,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006552218,0.0005962802,0.0003705231,0.001881476,0.006567858,0.0108892,0.001454191,0.001972504,0.008656081],"category_scores_gemma":[0.005901458,0.00022661,0.0005811994,0.001586241,0.02480942,0.01256091,0.0141645,0.00380238,0.0007047162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005289105,"about_ca_system_score_gemma":0.004222201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00350381,"about_ca_topic_score_gemma":0.005090544,"domain_scores_codex":[0.9956226,0.003025732,0.00008822441,0.0003142531,0.0005661182,0.0003830997],"domain_scores_gemma":[0.9970709,0.001811333,0.0001602296,0.0003512746,0.0003007257,0.0003055016],"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":[0.00001332,0.00002007284,0.0004938437,0.00008138546,0.000003825026,0.0002836497,0.1900771,0.0002183401,0.0002230146,0.7801316,0.003232996,0.02522078],"study_design_scores_gemma":[0.000008428513,0.00003868669,0.001135395,0.0006226881,0.000007424083,0.0004699467,0.187261,0.0009210583,0.0004648793,0.4454689,0.3635787,0.00002283096],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06181241,0.005350503,0.02748548,0.02165972,0.001076609,0.0001037544,0.000046234,0.00009086881,0.8823744],"genre_scores_gemma":[0.9214587,0.002915663,0.007718932,0.002274867,0.0002907224,0.000121848,0.00005332413,0.00009923656,0.06506661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0108892,"threshold_uncertainty_score":0.03837532,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00145172,0.000458145,0.0002188718,0.0006711502,0.007193993,0.007240451,0.0006763177,0.001415958,0.006370207],"category_scores_gemma":[0.001362283,0.0001694322,0.0003121837,0.0005221477,0.00830399,0.005952881,0.005549151,0.004117788,0.001143257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002463471,"about_ca_system_score_gemma":0.002091599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003816886,"about_ca_topic_score_gemma":0.006491458,"domain_scores_codex":[0.9993078,0.0003481202,0.00001450109,0.00007806409,0.0001447915,0.0001068438],"domain_scores_gemma":[0.9994904,0.0002106815,0.00003422849,0.00004780391,0.00007106207,0.0001458799],"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":[0.00001777321,0.00003537714,0.0008843013,0.00008321423,0.00000431686,0.001015598,0.3233473,0.00009563596,0.0007293444,0.5895464,0.03764554,0.0465953],"study_design_scores_gemma":[0.000003937012,0.00004137307,0.000873795,0.0004089115,0.000004790879,0.001366342,0.1848316,0.0002304365,0.0003872442,0.04235473,0.7694764,0.00002054986],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1007209,0.01306385,0.005815189,0.0324582,0.003582428,0.00005769798,0.000043287,0.0001125602,0.8441459],"genre_scores_gemma":[0.6792533,0.006704151,0.002833564,0.006050565,0.0005672042,0.0000630972,0.00004332593,0.000120407,0.3043644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007240451,"threshold_uncertainty_score":0.02131051,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006418989,0.0002551516,0.0002136764,0.000835214,0.005808973,0.005553073,0.0004016719,0.0005670367,0.0135486],"category_scores_gemma":[0.0008255403,0.0001568624,0.0001558138,0.001480805,0.00904389,0.002138877,0.005010696,0.002144597,0.0007727336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004673839,"about_ca_system_score_gemma":0.003093453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01584721,"about_ca_topic_score_gemma":0.03045424,"domain_scores_codex":[0.9994241,0.0003172142,0.00001473283,0.00006166321,0.00006771003,0.0001145721],"domain_scores_gemma":[0.999687,0.0001711314,0.00002403393,0.0000218044,0.00003100496,0.00006502741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001391416,0.00001813889,0.001875369,0.0001466005,0.000004073999,0.0007975374,0.07978387,0.000224319,0.0003144221,0.8855737,0.01136565,0.01988227],"study_design_scores_gemma":[0.0000034439,0.00002027762,0.008042854,0.0007805612,0.000006636595,0.0003173862,0.08279234,0.0001648207,0.0001960663,0.06639259,0.8412715,0.00001153721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0485166,0.007581742,0.0009709932,0.009391285,0.0005810199,0.00002666546,0.00007818585,0.00001721119,0.9328362],"genre_scores_gemma":[0.8548625,0.01017517,0.0006278973,0.002431527,0.0004414521,0.00007659363,0.00007608945,0.00005445616,0.1312544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01584721,"threshold_uncertainty_score":0.04532462,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001119111,0.0003499018,0.0001480136,0.0006591192,0.008110787,0.004644753,0.0006641099,0.001065867,0.01134969],"category_scores_gemma":[0.0008494285,0.0001423034,0.0003262628,0.0005689033,0.005255254,0.002349844,0.00570048,0.001907834,0.001206398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002712113,"about_ca_system_score_gemma":0.003068511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004400871,"about_ca_topic_score_gemma":0.01195612,"domain_scores_codex":[0.9992895,0.0003310121,0.00001655585,0.00005873443,0.00009153,0.0002126759],"domain_scores_gemma":[0.9996774,0.00007927149,0.00002722835,0.00003780444,0.00003959345,0.000138773],"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":[0.00002000083,0.00007020458,0.00189631,0.00009798209,0.000004295555,0.0006689937,0.1962131,0.000172206,0.000641293,0.678598,0.04190949,0.07970805],"study_design_scores_gemma":[0.000005410004,0.00003884197,0.001759779,0.000285883,0.000003806834,0.0002930017,0.1188155,0.0001718413,0.0002638988,0.0365008,0.8418512,0.00001002613],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09148018,0.004145288,0.003616103,0.01482594,0.001687645,0.00006393649,0.00002362102,0.0000655119,0.8840917],"genre_scores_gemma":[0.718145,0.00232523,0.002914548,0.003547446,0.0004112936,0.000100763,0.00005265742,0.00006884006,0.2724343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01134969,"threshold_uncertainty_score":0.03796846,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002636552,0.000558707,0.0006075065,0.001577532,0.01179394,0.00930916,0.001215998,0.002240374,0.005150907],"category_scores_gemma":[0.004008197,0.0003204186,0.0004843553,0.001725608,0.0164803,0.005960404,0.009833996,0.006012768,0.0005609099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00446479,"about_ca_system_score_gemma":0.004811885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01654685,"about_ca_topic_score_gemma":0.02692604,"domain_scores_codex":[0.9969745,0.001312147,0.00009193566,0.0002526441,0.0007502736,0.0006184793],"domain_scores_gemma":[0.9983237,0.0009165641,0.0001419765,0.0001011364,0.0002173099,0.0002992034],"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":[0.00001439576,0.00004886938,0.002914265,0.0001251869,0.00001187688,0.002955854,0.1553454,0.0002898771,0.000251212,0.7515998,0.03496467,0.0514787],"study_design_scores_gemma":[0.00000904206,0.00004471833,0.002736436,0.001114642,0.00001481844,0.004546113,0.2795867,0.0009372998,0.0003051815,0.2057815,0.504883,0.00004058295],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2054129,0.02792164,0.01747938,0.09910984,0.005125985,0.000164595,0.0001096473,0.0001850636,0.644491],"genre_scores_gemma":[0.8715846,0.01244825,0.006504082,0.01432573,0.001076973,0.0001436505,0.0001210742,0.0001085772,0.09368709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01654685,"threshold_uncertainty_score":0.03290105,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002277369,0.0004558961,0.0006047301,0.0005711562,0.00054259,0.004763726,0.0007936441,0.002017657,0.007760723],"category_scores_gemma":[0.00915586,0.0003446882,0.0002140251,0.001259794,0.005495478,0.00707859,0.0005595827,0.002995805,0.000761398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092629,"about_ca_system_score_gemma":0.001048752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001053997,"about_ca_topic_score_gemma":0.001636501,"domain_scores_codex":[0.9991564,0.0004439036,0.00003160482,0.00009409676,0.0002026216,0.00007149833],"domain_scores_gemma":[0.9923345,0.006195951,0.0005549617,0.0003971227,0.0002964689,0.0002209579],"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":[0.00001416052,0.00003193169,0.0005209127,0.00006217127,0.000009455892,0.0000220754,0.0004292236,0.0008777565,0.00007865897,0.9719194,0.005604708,0.02042954],"study_design_scores_gemma":[0.000003667554,0.000006727867,0.0005227234,0.0000923345,0.000005051103,0.00002470612,0.0002217272,0.001935139,0.00005012036,0.9892907,0.00783965,0.000007576004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07801717,0.08685569,0.1563729,0.1031886,0.001585131,0.00007652254,0.0003598904,0.0001442023,0.5733998],"genre_scores_gemma":[0.9002407,0.0301684,0.01565883,0.003068964,0.001578403,0.00009374831,0.0001015355,0.00005952065,0.04902999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007760723,"threshold_uncertainty_score":0.02596223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}