{"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":"d6819c4d2f36","filters":{"venue":"Fire Science and Engineering"}},"results":[{"id":"W4386424657","doi":"10.7731/kifse.95785771","title":"Experiments on the Application of Class A and B Fires to Derive the Optimum Air Ratio of Compressed Air Foam Systems","year":2023,"lang":"en","type":"article","venue":"Fire Science and Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"National Fire Agency","keywords":"Compressed air; Class (philosophy); Drop (telecommunication); Equivalence ratio; Air temperature; Environmental science; Materials science; Meteorology; Engineering; Computer science; Mechanical engineering; Chemistry; Combustion; Artificial intelligence; Geography","authors":[{"name":"Tae-Hee Park","is_ca":true},{"name":"Tae‐Sun Kim","is_ca":true},{"name":"Jeong-Hwa Park","is_ca":false},{"name":"Ji-Hyun Yang","is_ca":false},{"name":"Byeong-Chae Lee","is_ca":true},{"name":"T.K. Kim","is_ca":false},{"name":"Bong-Jun Kim","is_ca":true},{"name":"Jin-Suk Kwon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01474966612502699,"gpt":0.2477240189813618,"spread":0.2329743528563349,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004242795,0.0003536553,0.0003111802,0.0002856827,0.0002317229,0.0001994808,0.0002966871,0.0003888117,0.0007000674],"category_scores_gemma":[0.0005431048,0.0001254901,0.0002534587,0.0001925966,0.000197289,0.0002515911,0.000228211,0.0004626759,0.0001142565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101394,"about_ca_system_score_gemma":0.0001970241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008277691,"about_ca_topic_score_gemma":0.001062074,"domain_scores_codex":[0.9997333,0.0000368898,0.00003033931,0.00005937124,0.00007790236,0.00006211545],"domain_scores_gemma":[0.9995058,0.0001708121,0.00009299355,0.00003106895,0.0001347282,0.00006469517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007909677,0.0003076002,0.0004855707,0.00007854753,0.000008085049,0.00003149643,0.0000336968,0.000543906,0.9945148,0.00003802638,0.0000212021,0.003146026],"study_design_scores_gemma":[0.0000217041,0.002669665,0.001746613,0.000006086029,0.00001496623,0.00002640728,0.00003224816,0.001331306,0.9939181,0.0000130283,0.0002140066,0.000005963427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980683,0.0001614655,0.001305492,0.000009140171,0.000009442775,0.00004092459,0.00002743083,0.00001421235,0.0003637247],"genre_scores_gemma":[0.9946978,0.0002374247,0.004495742,0.00002050929,0.000005091348,0.0000358521,0.00004779744,0.000009755509,0.0004500501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008277691,"threshold_uncertainty_score":0.002341926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388044498","doi":"10.7731/kifse.15e23726","title":"A Study on the Sprinkler Installation Plan in the Air Conditioner Room through TRIZ Analysis","year":2023,"lang":"en","type":"article","venue":"Fire Science and Engineering","topic":"Education, Safety, and Science Studies","field":"Social 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":"L'Alliance Boviteq","funders":"","keywords":"Environmental science; Head (geology); Air conditioning; Ignition system; Louver; Waste management; Engineering; Civil engineering; Mechanical engineering; Geology","authors":[{"name":"Hyun-Jung Lee","is_ca":false},{"name":"Jun-Seok Nam","is_ca":false},{"name":"Seung-Yun Kim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06636610754457584,"gpt":0.3356207357451969,"spread":0.269254628200621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009293283,0.000473034,0.0002965553,0.003972075,0.0005613252,0.0007795506,0.0005911971,0.0003619006,0.002741646],"category_scores_gemma":[0.002083379,0.000280317,0.0006685045,0.001646115,0.0004201494,0.0008508146,0.0004182037,0.0003624885,0.0005705229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008851354,"about_ca_system_score_gemma":0.0007204538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006922157,"about_ca_topic_score_gemma":0.006803844,"domain_scores_codex":[0.9986069,0.0001533673,0.0001155579,0.0002279942,0.0007027225,0.0001934622],"domain_scores_gemma":[0.997437,0.0006801052,0.0007038841,0.0001588926,0.0009235931,0.00009639722],"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":[0.001061914,0.0005834405,0.6925262,0.0006046927,0.0001225267,0.003017009,0.005180393,0.03679406,0.04912181,0.003738738,0.001783415,0.2054659],"study_design_scores_gemma":[0.0000245493,0.001510007,0.8069867,0.0000829096,0.0002479885,0.00177962,0.01244625,0.1275811,0.04296867,0.0006703608,0.005575367,0.0001265171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837911,0.0001235137,0.01149257,0.00002997041,0.000007701076,0.0001068396,0.0003361365,0.0001576617,0.003954583],"genre_scores_gemma":[0.9923072,0.0001653081,0.005297298,0.000005883585,0.000004021232,0.00004835058,0.0003303233,0.00002376078,0.001817847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006922157,"threshold_uncertainty_score":0.01376373,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3180347278","doi":"10.7731/kifse.43e071b7","title":"Study on Thermal Accumulation Risk of e-Cigarettes According to Heating Coil Shape","year":2021,"lang":"en","type":"article","venue":"Fire Science and Engineering","topic":"Nutrition, Health and Food Behavior","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Optech (Canada)","funders":"","keywords":"Electromagnetic coil; Degree (music); Thermal; Materials science; Chemistry; Analytical Chemistry (journal); Thermodynamics; Electrical engineering; Chromatography; Acoustics; Physics","authors":[{"name":"Jin‐Sun Kim","is_ca":true},{"name":"Sung Woo Kim","is_ca":true},{"name":"Seong-Pil Kwon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04102609296030398,"gpt":0.322421196597248,"spread":0.281395103636944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005845666,0.0003008285,0.0002859568,0.000652489,0.0001634192,0.0004999468,0.0001805489,0.0003585239,0.001371892],"category_scores_gemma":[0.002256983,0.000198525,0.0005780564,0.0004293875,0.0002269378,0.0003700141,0.0002117751,0.000331557,0.0003093627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001607931,"about_ca_system_score_gemma":0.0001390212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006393343,"about_ca_topic_score_gemma":0.0007730386,"domain_scores_codex":[0.9995137,0.0001562662,0.00003522046,0.0001085008,0.000130167,0.00005608089],"domain_scores_gemma":[0.9973173,0.001077775,0.00092776,0.0001514941,0.0003773669,0.0001483427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001954579,0.0002803598,0.9457046,0.0001050053,0.0002625046,0.0003620624,0.0002842827,0.001347628,0.03034531,0.000115472,0.0001032597,0.01913487],"study_design_scores_gemma":[0.000005359049,0.0008885502,0.9857615,0.00001192746,0.0001469032,0.0006066961,0.0003561389,0.002254538,0.009438865,0.0001397857,0.0003673679,0.00002238331],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974897,0.000745251,0.0009440953,0.0000284601,0.00000803651,0.00002266578,0.00007181153,0.000004995049,0.0006850463],"genre_scores_gemma":[0.9987528,0.0003264677,0.0003422514,0.00002193525,0.00001160366,0.000008826861,0.0001033513,0.000004105501,0.0004285769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001371892,"threshold_uncertainty_score":0.004589438,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}