{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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"},"query_hash":"1507cdc58e25","filters":{"venue":"Intellectual Economics"}},"results":[{"id":"W2601209933","doi":"","title":"Soft Computing as A Tool to Optimize an Investment Portfolio","year":2011,"lang":"en","type":"article","venue":"Intellectual Economics","topic":"Stock Market Forecasting Methods","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Portfolio; Investment (military); Liberian dollar; Currency; Portfolio optimization; Economics; Application portfolio management; Computer science; Soft computing; Investment portfolio; Finance; Project portfolio management; Macroeconomics; Artificial intelligence; Management","retraction":null,"screen_n_in":null,"score":{"opus":0.2050724417323654,"gpt":0.378055273238332,"spread":0.1729828315059666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005151847,0.0002774172,0.0004903121,0.000521487,0.0001858545,0.0003094008,0.001370322,0.0001237352,0.006902089],"category_scores_gemma":[0.0232391,0.000253759,0.0001664792,0.0004883082,0.0001220426,0.000339206,0.0005890605,0.0002156651,0.003022072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794881,"about_ca_system_score_gemma":0.0002596308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000153805,"about_ca_topic_score_gemma":0.00004184835,"domain_scores_codex":[0.996868,0.0003121536,0.001125199,0.0009003287,0.000283395,0.0005109106],"domain_scores_gemma":[0.9941763,0.003853062,0.000304171,0.001023733,0.0002200254,0.0004226832],"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":[0.0007674076,0.0002650626,0.001899013,0.000003286424,0.00009825125,0.000024983,0.03847383,0.01019914,0.00006875247,0.01111,0.03095461,0.9061357],"study_design_scores_gemma":[0.001464428,0.003227561,0.006316747,0.00005933277,0.00006425601,0.0005063549,0.007415187,0.4294471,0.008017792,0.318021,0.2231188,0.002341404],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.770862,0.00001242463,0.08555155,0.0000597522,0.0009120919,0.0003000532,0.000005605978,0.00009823913,0.1421982],"genre_scores_gemma":[0.6236331,0.000004979168,0.3672315,0.005485336,0.0002505414,0.0000196041,0.00000279143,0.00005799419,0.003314224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9037942,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3125932536","doi":"","title":"Fraudulent money transfers to suppliers and top managers within group companies: a case from Turkey","year":2010,"lang":"en","type":"article","venue":"Intellectual Economics","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Rationalization (economics); Accounting; Business; Audit; Incentive; Cash flow; Corporate group; Finance; Subsidiary; Cash; Economics; Corporate governance; Multinational corporation; Management; Market economy","retraction":null,"screen_n_in":null,"score":{"opus":0.01790287116867762,"gpt":0.2520818720332352,"spread":0.2341790008645576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004126637,0.0001636093,0.0002326105,0.0001340395,0.0003511154,0.0002166415,0.0002142083,0.0001290122,0.00277814],"category_scores_gemma":[0.0001513222,0.0001893017,0.00006063342,0.00008002851,0.0002272074,0.0001599204,0.0000625794,0.0002400423,0.0004014323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210523,"about_ca_system_score_gemma":0.0001166993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01213575,"about_ca_topic_score_gemma":0.06690296,"domain_scores_codex":[0.9988533,0.00003447179,0.0003424933,0.0004014821,0.00005141643,0.0003168421],"domain_scores_gemma":[0.9990886,0.0002631723,0.00004763488,0.0001807014,0.00001949513,0.0004003888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003070639,0.0001238311,0.001574826,0.00001244237,0.0002231941,0.00009496322,0.7557698,0.001419526,0.0003393806,0.02322115,0.004450557,0.2124633],"study_design_scores_gemma":[0.001614195,0.0002922195,0.001247566,0.00002726346,0.00005324446,0.0001140369,0.2396363,0.01320152,0.0004542437,0.003257966,0.7385875,0.001513903],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836591,0.000008424577,0.0006492515,0.001516043,0.001575463,0.0003153157,0.00005395064,0.00006656961,0.01215587],"genre_scores_gemma":[0.9957514,0.0001261557,0.001971709,0.001248811,0.0001521007,0.00002535854,0.0000117355,0.00001837949,0.0006943261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7341369,"threshold_uncertainty_score":0.9981335,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}