{"meta":{"query_hash":"3d8089a5b386","filters":{"venue":"International public management review"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/3d8089a5b386","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+public+management+review"},"results":[{"id":"W1694566178","doi":"","title":"Administrative Styles and Regulatory Reform: Institutional Arrangements and their Effects on Administrative Behavior","year":2004,"lang":"en","type":"article","venue":"International public management review","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Incentive; Institutional logic; State (computer science); Set (abstract data type); Perspective (graphical); Process (computing); Institutional theory; Organizational structure; Political science; Public administration; Business; Sociology; Economics; Microeconomics; Computer science; Law; Social science","score_opus":0.058433362575451855,"score_gpt":0.30655347683426104,"score_spread":0.2481201142588092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1694566178","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1162256,0.013572717,0.0008527964,0.05764176,0.0011011157,0.003610968,0.00002975571,0.00028119425,0.8066841],"genre_scores_gemma":[0.98702496,0.004526054,0.00018448119,0.006799383,0.00030716704,0.00038740385,0.000087186025,0.000012792007,0.0006705611],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987405,0.000013244207,0.00031186102,0.00038594927,0.00037095943,0.00017748092],"domain_scores_gemma":[0.9994002,0.00001882347,0.00022040118,0.00017831226,0.00015480987,0.000027443566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025524382,0.00025038433,0.00024340357,0.00019710287,0.00024562943,0.00029594533,0.00022987775,0.000029475075,0.00011363602],"category_scores_gemma":[0.00004384925,0.0001910413,0.000067249355,0.00019881314,0.00014718296,0.0009289487,0.00024445076,0.000090397756,0.00006405777],"study_design_candidate":"theoretical_or_conceptual","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":[0.00001602629,0.000132763,0.0012684903,0.0010897203,0.0001793899,0.000020220814,0.00001654539,0.0000012279851,0.0000054088873,0.90588015,0.001352759,0.09003731],"study_design_scores_gemma":[0.0018227128,0.00007062593,0.31495586,0.003799006,0.00014330479,0.000015288237,0.00049966003,0.00003753461,0.000030432604,0.015839988,0.66227484,0.0005107455],"about_ca_topic_score_codex":0.0000158461,"about_ca_topic_score_gemma":0.000030154564,"teacher_disagreement_score":0.89004016,"about_ca_system_score_codex":0.00012606732,"about_ca_system_score_gemma":0.000019415862,"threshold_uncertainty_score":0.77904385},"labels":[],"label_agreement":null},{"id":"W1796408035","doi":"","title":"Public Policies for Food Security in Countries with Different Development Levels","year":2010,"lang":"en","type":"article","venue":"International public management review","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Food security; China; Context (archaeology); Economic growth; Development economics; Middle income; Economics; Economic inequality; Inequality; Geography; Demographic economics; Agriculture","score_opus":0.25112918658743244,"score_gpt":0.44957788871349197,"score_spread":0.19844870212605953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1796408035","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18836798,0.0068377694,0.004732865,0.49527243,0.006854522,0.018607112,0.00092696137,0.0005567266,0.27784362],"genre_scores_gemma":[0.97874665,0.0032897196,0.001450027,0.011147144,0.00024964646,0.002995201,0.00035428704,0.000026782149,0.0017405159],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99751145,0.00012411638,0.0008777419,0.0003466468,0.00055589504,0.0005841424],"domain_scores_gemma":[0.9984643,0.0002139828,0.00034430364,0.0003185419,0.0004930629,0.00016579707],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012183674,0.00021879478,0.00035679506,0.00038546402,0.0005331844,0.00007270541,0.0005883992,0.00010538505,0.0021044998],"category_scores_gemma":[0.00024335837,0.00017326747,0.00006566572,0.00027780447,0.00006554296,0.0004107571,0.00028604508,0.00050883414,0.00010063834],"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":[0.000015290841,0.00016297722,0.039459802,0.004834554,0.0001254362,0.0000013476753,0.00059573335,2.5029232e-7,2.0325685e-7,0.9394912,0.011689644,0.0036235696],"study_design_scores_gemma":[0.00084324897,0.000042731197,0.049480364,0.0014651018,0.00001971846,0.0000010953256,0.00023183096,0.000037471447,8.9638246e-7,0.00685313,0.94083625,0.00018817713],"about_ca_topic_score_codex":0.000032009535,"about_ca_topic_score_gemma":0.009142191,"teacher_disagreement_score":0.93263805,"about_ca_system_score_codex":0.00027116618,"about_ca_system_score_gemma":0.00025027222,"threshold_uncertainty_score":0.9988077},"labels":[],"label_agreement":null},{"id":"W1817886276","doi":"","title":"Essay Review: Second Thoughts on the First Citizens Assemblies","year":2012,"lang":"en","type":"article","venue":"International public management review","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Democracy; Politics; Complement (music); Focus (optics); Subject (documents); Order (exchange); Political science; Publication; Sociology; Law and economics; Law; Public administration; Economics; Computer science","score_opus":0.044500058184209226,"score_gpt":0.332821451887602,"score_spread":0.28832139370339277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1817886276","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003050379,0.08138106,0.000045968492,0.2076826,0.000963992,0.0006180061,0.000012097549,0.000034839923,0.70923096],"genre_scores_gemma":[0.11606431,0.57527864,0.00006000393,0.13748662,0.003260132,0.0005511732,0.00001985173,0.000019577337,0.1672597],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797815,0.00020816759,0.00034118706,0.00017937594,0.000889279,0.0004038347],"domain_scores_gemma":[0.99904084,0.00022053595,0.00020063932,0.00029330564,0.000112460744,0.00013219206],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002657027,0.00012615268,0.00020795231,0.000034985733,0.00028137618,0.00014548024,0.0008004178,0.000028842986,0.0047322684],"category_scores_gemma":[0.0006765407,0.00007935738,0.00014660583,0.0002491487,0.000088525405,0.00039902923,0.00013765163,0.00011189032,0.0009586794],"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":[1.8815778e-7,0.000025708621,0.00018200932,0.0006381703,0.000032750464,8.457417e-7,0.000027861826,9.931297e-9,1.6352901e-8,0.5874206,0.40783343,0.0038384188],"study_design_scores_gemma":[0.000045609282,0.00000321217,0.0019924156,0.004987487,0.000022752787,9.358495e-7,0.000023223596,8.801932e-7,4.6145675e-7,0.0015443963,0.99127656,0.00010203416],"about_ca_topic_score_codex":0.00015458881,"about_ca_topic_score_gemma":0.0003020234,"teacher_disagreement_score":0.5858762,"about_ca_system_score_codex":0.00021990815,"about_ca_system_score_gemma":0.000028906294,"threshold_uncertainty_score":0.9998192},"labels":[],"label_agreement":null},{"id":"W3185731605","doi":"","title":"Exploring Collaborative Innovation Approaches: Early Deliberations from the Living Laboratories Initiative","year":2021,"lang":"en","type":"article","venue":"International public management review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","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":"Agriculture and Agri-Food Canada","funders":"","keywords":"Living lab; Agroecosystem; Corporate governance; Process (computing); Agriculture; Adaptation (eye); Business; Knowledge management; Sociology; Computer science; Ecology; Psychology","score_opus":0.22766394201234172,"score_gpt":0.27279289749606156,"score_spread":0.04512895548371984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3185731605","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028967384,0.010131823,0.020267077,0.18234187,0.0035481306,0.002325775,0.00007888941,0.00066330563,0.7516757],"genre_scores_gemma":[0.9199297,0.012180858,0.0062814173,0.053842884,0.0020054332,0.002603207,0.0018026351,0.00006013425,0.0012937583],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820477,0.0000732707,0.00059137086,0.0004058571,0.0004990381,0.00022566995],"domain_scores_gemma":[0.9971871,0.00014176565,0.00041211033,0.00031575435,0.0019363944,0.000006897219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010178013,0.00021698268,0.00023381082,0.00022572812,0.00046723333,0.0006702459,0.0006085033,0.00005604198,0.0005698276],"category_scores_gemma":[0.0012383913,0.0001807099,0.0000544138,0.004477539,0.00011799598,0.0027942986,0.00076276914,0.00026632575,0.00017208283],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000019485688,0.00007628388,0.0035928807,0.00015214598,0.00036951792,0.000010056539,0.00028087824,0.0000015027936,0.0000023604214,0.9505348,0.014614094,0.030363532],"study_design_scores_gemma":[0.00019224483,0.0000027081908,0.027868377,0.0009161422,0.000082783314,6.4639397e-7,0.004130726,0.000078323836,0.000029480725,0.023914108,0.94247323,0.0003112401],"about_ca_topic_score_codex":0.000025161446,"about_ca_topic_score_gemma":0.000043459386,"teacher_disagreement_score":0.9278591,"about_ca_system_score_codex":0.00012391337,"about_ca_system_score_gemma":0.00008697465,"threshold_uncertainty_score":0.73691356},"labels":[],"label_agreement":null}]}