{"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":"b0c3bbde5cd6","filters":{"venue":"Vasbetonépítés"}},"results":[{"id":"W7127049190","doi":"10.32969/vb.2025.3.3","title":"FRP betétek alkalmazása betonszerkezetekhez a világban 3 : Kanadai megközelítés","year":2025,"lang":"hu","type":"article","venue":"Vasbetonépítés","topic":"Structural Behavior of Reinforced Concrete","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":"Deformation (meteorology); Process (computing); Welding; Face (sociological concept)","authors":[{"name":"Bálint Somlai","is_ca":false},{"name":"L. György Balázs","is_ca":false},{"name":"Sólyom Sándor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008190188566671579,"gpt":0.2439651885539794,"spread":0.2357749999873078,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005680179,0.0007891738,0.0003998417,0.0008577107,0.001011775,0.002389894,0.0005861969,0.001785566,0.02325564],"category_scores_gemma":[0.0005770207,0.0002687717,0.0005275747,0.0006514464,0.0007332626,0.001609883,0.001088845,0.001238913,0.005988826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096538,"about_ca_system_score_gemma":0.001338075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00486702,"about_ca_topic_score_gemma":0.005865163,"domain_scores_codex":[0.9994326,0.00005236988,0.00002667743,0.0001284252,0.0002616477,0.00009823446],"domain_scores_gemma":[0.9997616,0.00004252991,0.00004014523,0.0000149994,0.000105894,0.00003474658],"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":[0.00240436,0.0007416856,0.005056051,0.005427214,0.000145403,0.003339374,0.002768431,0.001613267,0.2837082,0.02273054,0.03478475,0.6372808],"study_design_scores_gemma":[0.00008801001,0.0009409443,0.01054377,0.0008310046,0.0002173732,0.002245731,0.002162872,0.0009727189,0.1588714,0.003536337,0.8194554,0.0001343834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.41873,0.06582559,0.02771025,0.01375102,0.003354156,0.0007156942,0.002898433,0.001812986,0.4652018],"genre_scores_gemma":[0.6477823,0.03581109,0.01668016,0.002422465,0.00038738,0.0003206438,0.00215841,0.0003439372,0.2940938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.995133,"threshold_uncertainty_score":0.07779789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412466396","doi":"10.32969/vb.2025.1.4","title":"FRP betétek alkalmazása betonszerkezetekhez a világban 2. : Japán megközelítés","year":2025,"lang":"hu","type":"article","venue":"Vasbetonépítés","topic":"Structural Behavior of Reinforced Concrete","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":"Art","authors":[{"name":"Bálint Somlai","is_ca":false},{"name":"László Balázs","is_ca":false},{"name":"Sándor Sólyom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00889047515006501,"gpt":0.2504050108598641,"spread":0.2415145357097991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004862559,0.0005711322,0.000358093,0.0007692772,0.001120797,0.001518831,0.0003426456,0.001070643,0.0250715],"category_scores_gemma":[0.0003876359,0.0002379293,0.0004573238,0.0009358275,0.0005485375,0.0009972954,0.0008200887,0.0009413375,0.006134277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315796,"about_ca_system_score_gemma":0.00158569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0151577,"about_ca_topic_score_gemma":0.02477828,"domain_scores_codex":[0.9995428,0.00004129071,0.00002121591,0.0001153496,0.0001737829,0.0001056371],"domain_scores_gemma":[0.9997576,0.0000302516,0.00005100479,0.00001486676,0.00009507319,0.00005115668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00295237,0.0007687415,0.01607319,0.004702944,0.0002062009,0.00399847,0.003908639,0.001474275,0.5585575,0.01244237,0.0305207,0.3643946],"study_design_scores_gemma":[0.00007608676,0.001019018,0.04910389,0.0004557758,0.000227505,0.001895905,0.00280553,0.0004833559,0.1436921,0.001242839,0.7988775,0.0001205559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6595769,0.04431016,0.008641144,0.008435287,0.001783597,0.0003441322,0.005595054,0.000789378,0.2705243],"genre_scores_gemma":[0.71431,0.02016079,0.006759461,0.001505679,0.0002189099,0.0002060457,0.003397011,0.0002604674,0.2531816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0250715,"threshold_uncertainty_score":0.08387256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407587578","doi":"10.32969/vb.2024.2.3","title":"FRP betétek alkalmazása betonszerkezetekhez a világban : 1. rész – francia megközelítés","year":2024,"lang":"hu","type":"article","venue":"Vasbetonépítés","topic":"Chemical Synthesis and Characterization","field":"Environmental 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":"Art","authors":[{"name":"Bálint Somlai","is_ca":false},{"name":"László Balázs","is_ca":false},{"name":"Sándor Sólyom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005828941685759423,"gpt":0.2257332099026335,"spread":0.2199042682168741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008643402,0.0006596231,0.000296114,0.000858802,0.001877431,0.003287633,0.0004101094,0.001785871,0.02801918],"category_scores_gemma":[0.0006838086,0.0001967555,0.0003981742,0.0006817806,0.001156547,0.001544779,0.001438887,0.001060879,0.007256802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002962882,"about_ca_system_score_gemma":0.003014499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03329991,"about_ca_topic_score_gemma":0.04512104,"domain_scores_codex":[0.9990859,0.00009110357,0.00004064007,0.000171456,0.0003899682,0.000220969],"domain_scores_gemma":[0.9996444,0.00004196289,0.00005861873,0.00002091347,0.0001613223,0.0000726853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001837697,0.0005468372,0.01988211,0.004799072,0.0001346018,0.005445134,0.01548774,0.0009788037,0.1267682,0.0665984,0.09953851,0.6579829],"study_design_scores_gemma":[0.00001813907,0.0001720455,0.01970011,0.0004788573,0.00004676297,0.00108906,0.004367829,0.0001062552,0.01249527,0.00135092,0.9601173,0.00005752728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3025689,0.05581898,0.005610673,0.03303337,0.002672124,0.0003917559,0.003332394,0.0006414453,0.5959304],"genre_scores_gemma":[0.5221338,0.02670423,0.00493336,0.00308257,0.0003297998,0.0001328221,0.001778366,0.0001569798,0.4407481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03329991,"threshold_uncertainty_score":0.09373355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390556308","doi":"10.32970/cs.2023.1.1","title":"History of Fib International PhD symposia in civil engineering","year":2023,"lang":"en","type":"article","venue":"Vasbetonépítés","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Danmarks Tekniske Universitet; Eidgenössische Technische Hochschule Zürich; Technische Universiteit Delft; Budapesti Műszaki és Gazdaságtudományi Egyetem; Université Laval","keywords":"Engineering; Engineering ethics; Library science; Political science; Advice (programming); Engineering management; Computer science","authors":[{"name":"György L. Balázs","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01298069554306233,"gpt":0.1900125353284276,"spread":0.1770318397853652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005698578,0.001100259,0.0007794444,0.005505197,0.002626194,0.006296712,0.001384609,0.002069333,0.07064663],"category_scores_gemma":[0.005695712,0.0004759605,0.0008812941,0.003764776,0.001703301,0.002493011,0.005839828,0.002868356,0.02729827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003385138,"about_ca_system_score_gemma":0.004509966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673003,"about_ca_topic_score_gemma":0.002404287,"domain_scores_codex":[0.9971878,0.0004829526,0.0002170487,0.0004246108,0.001150018,0.0005376267],"domain_scores_gemma":[0.9951155,0.0005135642,0.000266044,0.0003016657,0.001757254,0.002045922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002849946,0.0002459651,0.001809926,0.001705233,0.00003497577,0.0004476169,0.0009724299,0.0006742515,0.001978812,0.06743233,0.5839582,0.3404553],"study_design_scores_gemma":[0.000005525996,0.00003711074,0.001067534,0.0002273651,0.000005437813,0.0001437934,0.0001272084,0.00005564779,0.0003550632,0.001400279,0.9965668,0.000008154589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01108565,0.1989702,0.00986399,0.03505361,0.08787221,0.0002361072,0.001570062,0.0007954935,0.6545527],"genre_scores_gemma":[0.1373474,0.1288131,0.01154295,0.01046773,0.0495684,0.0004969691,0.002821065,0.0008292414,0.6581132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07064663,"threshold_uncertainty_score":0.2363365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}