{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"4ccd9696da30","filters":{"venue":"Crisis and Emergency Management Theory and Praxis"}},"results":[{"id":"W2802767628","doi":"10.14251/crisisonomy.2018.14.2.153","title":"Public-private Partnership for Operating Safety Experience and Education Center - A Comparative Analysis of the US, Canada, and Japan -","year":2018,"lang":"en","type":"article","venue":"Crisis and Emergency Management Theory and Praxis","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","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":"General partnership; Benchmarking; Government (linguistics); Business; Resilience (materials science); Private sector; Sustainability; Public–private partnership; Economic growth; Public relations; Public administration; Finance; Political science; Marketing; Economics","authors":[{"name":"Sung Soo Byun","is_ca":false},{"name":"Jae Eun Lee","is_ca":false},{"name":"Dohyeong Kim","is_ca":false},{"name":"Jong Ii Na","is_ca":false},{"name":"Gi Geun Yang","is_ca":false},{"name":"Ju Ho Lee","is_ca":false},{"name":"A Yeon Kim","is_ca":false},{"name":"Ga Hee Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1033269679300053,"gpt":0.3690845642969246,"spread":0.2657575963669193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004633734,0.00009624672,0.0002073106,0.00007034886,0.0004035646,0.00001830866,0.00004498126,0.00002081595,0.00007706748],"category_scores_gemma":[0.00004430812,0.0000664651,0.00002794123,0.0002359519,0.0001734921,0.00008642634,0.0001037327,0.00003631074,8.852937e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001462124,"about_ca_system_score_gemma":0.00003339234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00449171,"about_ca_topic_score_gemma":0.005225689,"domain_scores_codex":[0.9992315,0.00009438778,0.0002242253,0.0002309827,0.00008908232,0.000129887],"domain_scores_gemma":[0.9995331,0.00004842558,0.0000767349,0.000159855,0.0001047258,0.00007721235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001469014,0.00008828466,0.8623606,0.0003592579,0.0009875362,8.850468e-8,0.02242173,4.727113e-7,0.000006957456,0.09351558,0.008640661,0.01147192],"study_design_scores_gemma":[0.0003351474,0.0001015627,0.871018,0.00004764637,0.0009317037,0.000001367591,0.07625876,0.0001839673,0.00005995399,0.001563722,0.04935654,0.0001416651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920329,0.0009199543,0.0001032391,0.002015545,0.0001487867,0.0003671842,0.00001292817,0.000004043177,0.004395415],"genre_scores_gemma":[0.996655,0.001578761,0.0001188171,0.000650371,0.00004246456,0.00006531351,0.00001345905,0.000003046792,0.0008727539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09195186,"threshold_uncertainty_score":0.6790151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2903823153","doi":"10.14251/crisisonomy.2018.14.7.141","title":"A Study on the Consumer Customized Chemical Disaster Response Training Program in Korea","year":2018,"lang":"en","type":"article","venue":"Crisis and Emergency Management Theory and Praxis","topic":"Technology and Data Analysis","field":"Computer Science","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":"Training (meteorology); Emergency response; Disaster response; Aeronautics; Psychology; Engineering; Medical emergency; Emergency management; Medicine; Geography; Economics; Economic growth","authors":[{"name":"Bo Kyeong Kim","is_ca":false},{"name":"Choon Hwa Park","is_ca":false},{"name":"Yi Yoon","is_ca":false},{"name":"Byung Chol","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02964684465282809,"gpt":0.3067254197350899,"spread":0.2770785750822618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00259766,0.0001453299,0.0001766749,0.0001595348,0.0002094882,0.00005952221,0.0004347417,0.00005124332,0.0001197638],"category_scores_gemma":[0.00009221319,0.00009322839,0.0000401521,0.00043425,0.0001733867,0.0001643552,0.0004019953,0.0001303065,0.00002191508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005932995,"about_ca_system_score_gemma":0.000003797825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006364292,"about_ca_topic_score_gemma":0.00001113992,"domain_scores_codex":[0.9983848,0.0005855115,0.0002370256,0.0004499248,0.0001175126,0.0002252303],"domain_scores_gemma":[0.9991282,0.0001827747,0.00004895342,0.0005804255,0.00001706484,0.00004262081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002593121,0.001108011,0.007006537,0.00002444474,0.0005411587,0.00006848442,0.03118653,4.593687e-7,0.00009632952,0.5931093,0.008274887,0.3559908],"study_design_scores_gemma":[0.009588976,0.005418765,0.1433558,0.0001676022,0.001069441,0.00002976463,0.2315903,0.003196567,0.0009883525,0.4908353,0.1113588,0.002400373],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907284,0.0001488052,0.004939854,0.001708919,0.00009746689,0.0004873019,0.000002472661,0.00009508406,0.001791733],"genre_scores_gemma":[0.9987951,0.0001138595,0.0004898726,0.0002401362,0.00001575428,0.0001473003,0.000001199457,0.000005070701,0.0001917385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3535904,"threshold_uncertainty_score":0.3801743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4377969954","doi":"10.14251/crisisonomy.2023.19.3.81","title":"A Study for Improvement of Perfor mance-based Reservoir Condition Evaluation","year":2023,"lang":"en","type":"article","venue":"Crisis and Emergency Management Theory and Praxis","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological 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":"Quarter (Canadian coin); Agriculture; Environmental science; Forensic engineering; Engineering; Geography","authors":[{"name":"Sangyi Baik","is_ca":false},{"name":"Sungsu Lee","is_ca":false},{"name":"Seulgi Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03910026846241363,"gpt":0.2987586327911845,"spread":0.2596583643287709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002634684,0.0001125125,0.0001270582,0.00002882236,0.0003167911,0.00002250661,0.0001274701,0.00003280385,0.0001039464],"category_scores_gemma":[0.00003891567,0.00004609327,0.00004568695,0.0003548499,0.00003309352,0.0001288987,0.00007780107,0.00003190459,0.000004371442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008333847,"about_ca_system_score_gemma":0.000002077914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002775651,"about_ca_topic_score_gemma":0.00008089383,"domain_scores_codex":[0.998862,0.0001243301,0.0002348197,0.0003356941,0.0002608814,0.0001822851],"domain_scores_gemma":[0.999596,0.0001149906,0.00009752624,0.00006404498,0.00008093021,0.00004651699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00235682,0.002430553,0.1449435,0.001572707,0.0007168711,0.00001484667,0.00552186,0.0008240315,0.02586195,0.07371424,0.1110558,0.6309869],"study_design_scores_gemma":[0.001045152,0.002665039,0.8952408,0.00004378583,0.0003200644,5.639924e-7,0.0348242,0.001565753,0.00175954,0.05622744,0.00589779,0.0004098972],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974299,0.0001295261,0.00003929362,0.0003862453,0.000146894,0.001307219,0.00006662136,0.00003383642,0.000460434],"genre_scores_gemma":[0.9986799,0.0003203786,0.00002599566,0.00004618835,0.00004708416,0.0003360985,0.000133284,8.069898e-7,0.0004102306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7502973,"threshold_uncertainty_score":0.2436533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285445828","doi":"10.14251/crisisonomy.2021.17.7.151","title":"A Study on the ISA Characteristics of Military Response to North Korea’s Nuclear Threat","year":2021,"lang":"en","type":"article","venue":"Crisis and Emergency Management Theory and Praxis","topic":"Technology and Data Analysis","field":"Computer Science","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":"Civil defense; Quarter (Canadian coin); Nuclear weapon; Crisis management; Political science; Operations management; Engineering; Psychology; Operations research; Geography; Law","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01553025330022217,"gpt":0.2550644158512841,"spread":0.2395341625510619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001026937,0.0001301815,0.000188121,0.0001203186,0.000268228,0.00001629894,0.0004286175,0.00003286736,0.0001520531],"category_scores_gemma":[0.00009481316,0.00009200437,0.00005224223,0.0004726526,0.00004717168,0.0001198216,0.0006911763,0.00008916914,0.00001790442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004218888,"about_ca_system_score_gemma":0.000004720779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389951,"about_ca_topic_score_gemma":0.00002549907,"domain_scores_codex":[0.9986005,0.0004563979,0.0002460498,0.0004080604,0.0001391709,0.000149822],"domain_scores_gemma":[0.9988506,0.0001199212,0.00004425997,0.000891367,0.00004161931,0.00005217312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001336733,0.001117447,0.0347533,0.0001011695,0.001108233,0.0002756381,0.01549488,0.000006620003,0.0001506768,0.8397114,0.02843086,0.07751308],"study_design_scores_gemma":[0.0003570454,0.0008997564,0.9262698,0.00002650952,0.0003076822,0.000005981381,0.02098265,0.0001077358,0.0001162941,0.02874766,0.02182671,0.0003521869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914253,0.0004430375,0.00430494,0.002856542,0.0001090962,0.000198085,0.00002494456,0.00004089837,0.0005971935],"genre_scores_gemma":[0.9974005,0.001319052,0.000329889,0.0005399501,0.00001012427,0.00001744243,0.000003853176,0.000005588369,0.0003735559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8915165,"threshold_uncertainty_score":0.375183,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}