{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"7dc8a21156bc","filters":{"venue":"생산성논집(구 생산성연구)"}},"results":[{"id":"W2808473721","doi":"","title":"R&D 투자의 총요소생산성 효과에 대한 국제비교 : 우리나라와 OECD 및 주요국가를 중심으로","year":2010,"lang":"ko","type":"article","venue":"생산성논집(구 생산성연구)","topic":"Energy and Environmental Systems","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":"Total factor productivity; Economics; Investment (military); Productivity; Macroeconomics; Political science","authors":[{"name":"이우성","is_ca":false},{"name":"송치웅","is_ca":false},{"name":"손수정","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007930899111482877,"gpt":0.2423639228822432,"spread":0.2344330237707604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001365386,0.0005831101,0.0006553037,0.0001159323,0.001500539,0.0002951068,0.00110661,0.000988917,0.01452526],"category_scores_gemma":[0.0001226451,0.0005764082,0.0004209948,0.0003883806,0.001204735,0.0005803421,0.0003278373,0.001127272,0.0139854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304257,"about_ca_system_score_gemma":0.000220138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01350381,"about_ca_topic_score_gemma":0.0216117,"domain_scores_codex":[0.9952281,0.0004409725,0.0007515392,0.0009829717,0.001177014,0.001419373],"domain_scores_gemma":[0.9976125,0.0002665447,0.0003627305,0.0009630257,0.00004163855,0.0007535536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004045354,0.00300738,0.3044391,0.0005958455,0.001139453,0.0005178544,0.115656,0.0004745927,0.1086443,0.1353747,0.1776832,0.1520631],"study_design_scores_gemma":[0.0007257246,0.0001685791,0.03276642,0.0000820042,0.0001047979,0.0000215421,0.008810137,0.00009363978,0.002345195,0.00149072,0.9523693,0.001021932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7297387,0.0006879928,0.00004263133,0.002394337,0.009065823,0.0004785454,0.00006235887,0.00022547,0.2573042],"genre_scores_gemma":[0.9167115,0.0004899323,0.0002229001,0.0006201874,0.003309933,0.00005407724,0.00003333878,0.00007872297,0.07847938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746862,"threshold_uncertainty_score":0.9997994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}