{"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":"970a88c66848","filters":{"venue":"한국태양에너지학회 학술대회논문집"}},"results":[{"id":"W1543271169","doi":"","title":"태양열 공기난방 시스템 RETScreen 에너지 모델에 관한 연구","year":2002,"lang":"ko","type":"article","venue":"한국태양에너지학회 학술대회논문집","topic":"Engineering Applied Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Environmental science; Environmental engineering; Meteorology; Engineering; Geography","authors":[{"name":"박준언","is_ca":false},{"name":"정모","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0221844125412611,"gpt":0.2271908936530944,"spread":0.2050064811118333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006772734,0.0009821785,0.0008977971,0.0005843953,0.0002792735,0.0003233416,0.001300327,0.000833633,0.00585829],"category_scores_gemma":[0.0002076362,0.0009886576,0.0003914431,0.001318811,0.0002089777,0.0003212825,0.0003163915,0.002234559,0.01219591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005142432,"about_ca_system_score_gemma":0.0000453215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002131315,"about_ca_topic_score_gemma":0.00002831223,"domain_scores_codex":[0.994347,0.000112083,0.0009239694,0.001059505,0.001303685,0.002253811],"domain_scores_gemma":[0.9966727,0.0003521374,0.0001003576,0.001877026,0.0001557208,0.00084205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001586384,0.001304175,0.01315456,0.005509876,0.002553393,0.002644951,0.006654106,0.2354219,0.06363052,0.01619935,0.35911,0.2936585],"study_design_scores_gemma":[0.003450752,0.0004300967,0.02274571,0.0009461233,0.0002785456,0.0001790441,0.0003775144,0.4852969,0.01549886,0.0004537931,0.4665337,0.003809004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3448855,0.02690424,0.03653858,0.008028334,0.008356711,0.004852934,0.0006038466,0.009698723,0.5601311],"genre_scores_gemma":[0.9692538,0.002174625,0.003509293,0.0001320533,0.001621271,0.0001239521,0.00003754484,0.0004932463,0.02265417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6243683,"threshold_uncertainty_score":0.9992564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2147933914","doi":"","title":"LabVIEW 활용 Solarwall Control System 개발","year":2002,"lang":"ko","type":"article","venue":"한국태양에너지학회 학술대회논문집","topic":"Engineering Applied Research","field":"Engineering","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":"Control system; Software; Temperature control; Engineering; Work (physics); Solar energy; Automotive engineering; Environmental science; Control engineering; Computer science; Mechanical engineering; Electrical engineering; Operating system","authors":[{"name":"강은철","is_ca":false},{"name":"주문창","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01264630784701813,"gpt":0.2009915069433918,"spread":0.1883451990963737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000807541,0.000880889,0.001109081,0.000390653,0.0002474323,0.0003201882,0.001024668,0.000652481,0.002142993],"category_scores_gemma":[0.0001079295,0.0009487459,0.0003796639,0.000849885,0.00012154,0.000237258,0.0001714788,0.001608989,0.01484129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007811899,"about_ca_system_score_gemma":0.00004104543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241715,"about_ca_topic_score_gemma":0.00001532869,"domain_scores_codex":[0.995042,0.000166439,0.0009617402,0.0008392401,0.001048796,0.001941826],"domain_scores_gemma":[0.9971848,0.0003710521,0.0001123028,0.001443966,0.000169841,0.0007180402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001895426,0.001521763,0.003469903,0.04647809,0.006384464,0.004370381,0.005672767,0.4860012,0.06222736,0.07733304,0.1973901,0.1089614],"study_design_scores_gemma":[0.003850468,0.0001998885,0.001192461,0.001562421,0.000312237,0.0001572227,0.0002440398,0.8499186,0.001914767,0.0000281516,0.1388547,0.001764998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1287582,0.2399184,0.1283984,0.005302712,0.01746392,0.01051217,0.001348049,0.01754331,0.4507549],"genre_scores_gemma":[0.9891013,0.00162197,0.001261337,0.00010675,0.001243546,0.0002020167,0.00001330054,0.0003873523,0.006062425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8603431,"threshold_uncertainty_score":0.9992963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2199450356","doi":"","title":"[특별강연] Renewable Energy Initiatives with RETScreen® and REDI in Canada","year":2003,"lang":"ko","type":"article","venue":"한국태양에너지학회 학술대회논문집","topic":"Social Acceptance of Renewable Energy","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":"Renewable energy; Software deployment; Incentive; Government (linguistics); Engineering; Efficient energy use; Environmental economics; Environmental resource management; Business; Environmental science; Economics","authors":[{"name":"E J Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01066953184541563,"gpt":0.226586095882323,"spread":0.2159165640369073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007093927,0.0005410426,0.0007830022,0.0001837407,0.0006880014,0.0001868064,0.0004889971,0.0003300711,0.000922365],"category_scores_gemma":[0.0004910888,0.0005423905,0.00007043473,0.001865487,0.0006789446,0.0007910201,0.00009466266,0.0003283744,0.000004724106],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001579051,"about_ca_system_score_gemma":0.007692294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967428,"about_ca_topic_score_gemma":0.9996784,"domain_scores_codex":[0.9950405,0.0008949305,0.0006098039,0.00095677,0.001104809,0.001393168],"domain_scores_gemma":[0.997954,0.0004895473,0.0003838369,0.0004387007,0.0002067925,0.000527175],"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":[0.0005156292,0.0005192453,0.6478811,0.0002046525,0.0005947686,0.001478976,0.02224267,0.007048141,0.0002784552,0.2284687,0.0375126,0.05325502],"study_design_scores_gemma":[0.006072348,0.0006722469,0.0932851,0.001054067,0.0002217328,0.00004296678,0.2851016,0.0003955967,0.00549764,0.01665175,0.5871737,0.003831262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4683582,0.007922112,0.0001940797,0.001901864,0.001406865,0.0004493767,0.00006023424,0.0001007651,0.5196065],"genre_scores_gemma":[0.9839656,0.004379267,0.0006985996,0.0009272799,0.0003713275,0.00005759095,0.00001207301,0.00007379914,0.009514482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.554596,"threshold_uncertainty_score":0.9999909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}