{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"a3bdd135b414","filters":{"venue":"Journal of Behavioural Economics and Social Systems"}},"results":[{"id":"W4281617854","doi":"10.54337/ojs.bess.v4i1.7294","title":"Another way: The intersection between First Nations peoples' ways of thinking and governance, accounting and accountability","year":2022,"lang":"en","type":"article","venue":"Journal of Behavioural Economics and Social Systems","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Accountability; Indigenous; Corporate governance; Asset (computer security); Publicity; Political science; Intersection (aeronautics); Sociology; Public administration; Management; Geography; Law; Economics","authors":[{"name":"James Guthrie","is_ca":false},{"name":"John Dumay","is_ca":false},{"name":"Alessandro Pelizzon","is_ca":false},{"name":"Ann Martin‐Sardesai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03764411533876524,"gpt":0.2660102199465255,"spread":0.2283661046077602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001822875,0.00006262666,0.0002046879,0.00004265665,0.007468492,0.0001384439,0.000116156,0.00006490221,0.000009041077],"category_scores_gemma":[0.000007534626,0.00004913158,0.00004826645,0.00006796887,0.0001615918,0.0002886827,0.000008073463,0.0002004789,7.958842e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003564941,"about_ca_system_score_gemma":0.001010093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08527385,"about_ca_topic_score_gemma":0.400665,"domain_scores_codex":[0.9990863,0.0001369181,0.0004060043,0.00008712748,0.0001438847,0.0001397629],"domain_scores_gemma":[0.9987859,0.0003077911,0.0007357773,0.00003929467,0.0001020153,0.00002928071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001164282,0.00003253666,0.2798796,0.00006220639,0.0000365879,3.693813e-7,0.597904,0.00001066518,0.000001074864,0.1216784,0.00007832731,0.0003045556],"study_design_scores_gemma":[0.0006387892,0.0001724444,0.4970509,0.00007079618,0.0001427334,0.00004479623,0.2935883,0.00006942813,0.000004304698,0.002037952,0.205924,0.0002554292],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953547,0.0002582523,0.000008755391,0.002351094,0.0006623431,0.0002014552,0.00002764442,0.000003316737,0.001132462],"genre_scores_gemma":[0.9974758,0.001715308,0.0000101279,0.00004113225,0.0006805297,0.000001804392,0.000001345751,0.000006213271,0.00006772215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3153912,"threshold_uncertainty_score":0.9938236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389208644","doi":"10.54337/ojs.bess.v5i1.8138","title":"Polycentric self-governance and Indigenous knowledge","year":2023,"lang":"en","type":"article","venue":"Journal of Behavioural Economics and Social Systems","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"","keywords":"Indigenous; Corporate governance; Sustainability; Self-governance; Traditional knowledge; Humanity; Environmental ethics; Political science; Sociology; Ecology; Management; Economics; Biology; Law","authors":[{"name":"Shann Turnbull","is_ca":true},{"name":"Natalie Stoianoff","is_ca":false},{"name":"Anne Poelina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1452858269232507,"gpt":0.3530202188532603,"spread":0.2077343919300096,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768351,0.0001356923,0.0006104076,0.0003006528,0.0003983736,0.0007422545,0.0003300392,0.0001081164,0.000009613887],"category_scores_gemma":[0.00009986852,0.0001038504,0.0001587692,0.0003357025,0.00004733658,0.0003242423,0.0001570377,0.0001561893,0.00003656179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135171,"about_ca_system_score_gemma":0.0001287223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651721,"about_ca_topic_score_gemma":0.00005835449,"domain_scores_codex":[0.9977452,0.000139381,0.001274971,0.0002233054,0.0003627729,0.0002544192],"domain_scores_gemma":[0.9977682,0.0004568151,0.001231153,0.0001281058,0.000263117,0.0001526008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001794486,0.0002505661,0.6869198,0.00007866132,0.0002544549,0.0002833056,0.05455102,0.0002760772,0.0001428912,0.07743776,0.0302282,0.1493978],"study_design_scores_gemma":[0.001729149,0.0002573399,0.868139,0.00006950521,0.00006341156,0.0008783465,0.01241075,0.006499302,0.000004407322,0.004929891,0.1045697,0.0004491306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934892,0.003889226,0.00003141816,0.0001777028,0.001878235,0.000127553,0.00002258047,0.00001518201,0.0003689136],"genre_scores_gemma":[0.9980453,0.0003690387,0.00002695175,0.00001620896,0.0005186468,0.000001718777,3.10349e-7,0.00001237741,0.001009441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1812192,"threshold_uncertainty_score":0.7157577,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401709126","doi":"10.54337/ojs.bess.v6i1.8719","title":"Why do virtuous individuals accept and promote unethical institutions?","year":2024,"lang":"en","type":"article","venue":"Journal of Behavioural Economics and Social Systems","topic":"Complex Systems and Decision Making","field":"Decision 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":"Institute on Governance","funders":"","keywords":"Dysfunctional family; Incentive; Virtuous circle and vicious circle; Blindness; Power (physics); Law and economics; Public relations; Political science; Social psychology; Sociology; Psychology; Economics","authors":[{"name":"Shann Turnbull","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2427772747109835,"gpt":0.401472510389411,"spread":0.1586952356784275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00398323,0.0001622649,0.0006372969,0.0004010533,0.0003932714,0.003298873,0.0003285096,0.0001973379,0.00004106416],"category_scores_gemma":[0.0001713352,0.0001154482,0.0002078197,0.0002030142,0.0001597677,0.0006746695,0.0001670208,0.0003753955,0.00001270971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009625946,"about_ca_system_score_gemma":0.0001932743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679721,"about_ca_topic_score_gemma":0.00004909291,"domain_scores_codex":[0.9972571,0.0002008864,0.001531119,0.0003047478,0.0005070136,0.0001991505],"domain_scores_gemma":[0.9983801,0.0004669379,0.0005968498,0.0001367322,0.0002412785,0.000178067],"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":[0.00009063137,0.0001361181,0.06025441,0.00009495074,0.0003145036,0.0003123487,0.01484846,0.0005006458,0.0001911446,0.705846,0.05326628,0.1641445],"study_design_scores_gemma":[0.001178301,0.0004087662,0.04446032,0.0003557029,0.0001416897,0.002812427,0.008551079,0.006433667,0.000006531876,0.04403228,0.8910328,0.0005864119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880159,0.005977757,0.0007551894,0.001988994,0.002594701,0.0001723322,0.0000492171,0.00001277489,0.0004331144],"genre_scores_gemma":[0.9987842,0.00009962488,0.0001023082,0.0001277948,0.0006631581,0.000002899864,5.66581e-7,0.00001223184,0.0002071575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8377665,"threshold_uncertainty_score":0.9977358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}