{"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","author_layer_release":"2026-06-26"},"query_hash":"cb50cd4cb5c3","filters":{"venue":"Response of Structures Under Extreme Loading (PROTECT 2015)"}},"results":[{"id":"W3087329381","doi":"","title":"Structural Exposure of Steel Frame in Large Fire Incident","year":2015,"lang":"en","type":"article","venue":"Response of Structures Under Extreme Loading (PROTECT 2015)","topic":"Fire effects on concrete materials","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":"Cladding (metalworking); Ceiling (cloud); Environmental science; Steel frame; Coating; Forensic engineering; Materials science; Engineering; Composite material; Structural engineering","authors":[{"name":"Peter Senez","is_ca":false},{"name":"Keith Calder","is_ca":false},{"name":"Adrian Milford","is_ca":false},{"name":"Andrew Coles","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02647434729406698,"gpt":0.2527877164432691,"spread":0.2263133691492021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013492,0.00042884,0.0007843517,0.0004304521,0.00003917898,0.00004850863,0.0004782339,0.0003675515,0.000154079],"category_scores_gemma":[0.0006387059,0.0004025383,0.0001282969,0.0004236753,0.00011288,0.0002480901,0.0001416024,0.0003868144,0.000007274431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123564,"about_ca_system_score_gemma":0.0001416734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001658027,"about_ca_topic_score_gemma":0.00004186271,"domain_scores_codex":[0.9971259,0.0004897112,0.0008341165,0.0003517571,0.000619416,0.0005791229],"domain_scores_gemma":[0.9984473,0.0003271364,0.000251929,0.0006500854,0.0001330443,0.0001905278],"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":[0.00224064,0.00001100227,0.002911765,0.0005100686,0.0001094173,0.00004325328,0.001677606,0.01862666,0.9720153,0.000319793,0.0005756613,0.0009588832],"study_design_scores_gemma":[0.005843465,0.0008550438,0.1845181,0.0007952995,0.00006826811,0.0001124422,0.001029845,0.02010101,0.7777198,0.007249272,0.0004762571,0.001231184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957981,0.001906816,0.0005182882,0.00007450531,0.000676373,0.0006751931,0.00007858389,0.000179085,0.00009305732],"genre_scores_gemma":[0.9978364,0.00001242594,0.0018532,0.00002295057,0.00009774895,0.000026506,0.000007740082,0.00009172413,0.00005126782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1942954,"threshold_uncertainty_score":0.9998426,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3087696598","doi":"","title":"Structural Fire Design for Composite Steel Deck Construction in Canada","year":2015,"lang":"en","type":"article","venue":"Response of Structures Under Extreme Loading (PROTECT 2015)","topic":"Fire dynamics and safety 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":"Deck; Fire protection; Architectural engineering; Engineering; Fire safety; Eurocode; Civil engineering; Construction engineering; Structural engineering","authors":[{"name":"Matthew Smith","is_ca":false},{"name":"John Gales","is_ca":false},{"name":"Sobhy Masoud","is_ca":false},{"name":"Hossein Mostafaei","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0496648817118109,"gpt":0.2569081878598747,"spread":0.2072433061480638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006522629,0.0003070337,0.0004327299,0.0002521242,0.00008867246,0.00004770648,0.000336329,0.000161379,0.00002506523],"category_scores_gemma":[0.0001672902,0.0002995288,0.00007787236,0.0003570137,0.00009707849,0.0001463558,0.00005175674,0.0003438536,0.000001103992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376523,"about_ca_system_score_gemma":0.001080712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06171896,"about_ca_topic_score_gemma":0.07083706,"domain_scores_codex":[0.9979053,0.0002232367,0.0004994891,0.000304862,0.0004927019,0.0005743811],"domain_scores_gemma":[0.9987464,0.0004214123,0.00009778763,0.0003463973,0.000161666,0.0002263628],"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":[0.006985819,0.000009619046,0.003351828,0.0003436441,0.0001895796,0.00004167397,0.0004981338,0.7941325,0.1811973,0.0008516024,0.001969798,0.01042851],"study_design_scores_gemma":[0.00342421,0.0002610348,0.04764925,0.0001780783,0.00002884614,0.0001534626,0.0008045448,0.9050392,0.02634221,0.01498326,0.0003705304,0.0007653819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824274,0.0007491363,0.01501119,0.0002303005,0.0004590302,0.0009073032,0.00009535328,0.00007181114,0.00004846749],"genre_scores_gemma":[0.9793279,0.00001699863,0.02043687,0.00001650779,0.00004972818,0.00004010407,0.00001579648,0.00006153817,0.00003453781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1548551,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}