{"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":"c7585a3b0f9f","filters":{"venue":"Periodica Polytechnica Architecture"}},"results":[{"id":"W3030530198","doi":"10.3311/ppar.14655","title":"Enabling Automatic LCA at Any Stage of the Building Based on Its BIM Model","year":2020,"lang":"en","type":"article","venue":"Periodica Polytechnica Architecture","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Hôpital Notre-Dame","funders":"Hydro-Québec","keywords":"Building information modeling; Interoperability; Process (computing); Computer science; Information model; Life-cycle assessment; Domain (mathematical analysis); Software engineering; Systems engineering; Process management; Construction engineering; Engineering; Production (economics); World Wide Web; Operations management","authors":[{"name":"M. Dupuis","is_ca":true},{"name":"Alain April","is_ca":true},{"name":"Daniel Forgues","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01554156227918864,"gpt":0.219043215251773,"spread":0.2035016529725844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002300408,0.0009536298,0.0007701577,0.002935306,0.0009357784,0.003501916,0.001463523,0.0008409559,0.004839982],"category_scores_gemma":[0.005552302,0.000675771,0.001155635,0.001791889,0.001081784,0.0038367,0.004076813,0.001322799,0.002404081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279925,"about_ca_system_score_gemma":0.002043113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005036586,"about_ca_topic_score_gemma":0.005064412,"domain_scores_codex":[0.9972825,0.0005499669,0.0001442685,0.0003295603,0.001491998,0.0002016484],"domain_scores_gemma":[0.9978048,0.0006223915,0.0001347936,0.0008351616,0.0005265169,0.00007636947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003744289,0.000353661,0.00491674,0.000533805,0.00008245288,0.0006000741,0.003242698,0.1847387,0.05983805,0.1479204,0.0151748,0.5822242],"study_design_scores_gemma":[0.00003807768,0.0001074109,0.003186069,0.000337822,0.00006759552,0.0004436734,0.0009076622,0.7276009,0.07920336,0.05029028,0.1376444,0.0001726945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008512548,0.00007293284,0.9736652,0.0001341626,0.00002635974,0.0001371558,0.0002945667,0.005144865,0.01201219],"genre_scores_gemma":[0.2127876,0.0002755525,0.7798659,0.00009122042,0.00002289548,0.0003785118,0.001953204,0.001093134,0.003531962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005036586,"threshold_uncertainty_score":0.01619136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238698198","doi":"10.3311/ppar.7289","title":"Expression of energy: The architecture of power stations in Hungary between 1945 and 1970 part II.","year":2014,"lang":"en","type":"article","venue":"Periodica Polytechnica Architecture","topic":"Italian Fascism and Post-war Society","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Architecture; Ideology; Period (music); Modernism (music); Quarter (Canadian coin); Politics; Power (physics); Technological change; Architectural engineering; History; Economy; Economic history; Archaeology; Engineering; Political science; Art history; Computer science; Art; Aesthetics; Law; Economics","authors":[{"name":"Péter Haba","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008795785473418681,"gpt":0.2502514741073589,"spread":0.2414556886339402,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001756101,0.0001958432,0.0001372898,0.000813596,0.0009858697,0.001701667,0.0003512018,0.000322857,0.002913691],"category_scores_gemma":[0.0003203609,0.0001638153,0.0001279156,0.001395182,0.002260719,0.0006782946,0.001082806,0.000377112,0.0003873914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007716434,"about_ca_system_score_gemma":0.001372036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02232529,"about_ca_topic_score_gemma":0.03228059,"domain_scores_codex":[0.9997131,0.00004352587,0.00001261583,0.00004642982,0.0000631681,0.0001210848],"domain_scores_gemma":[0.999953,0.000007679662,0.00001471985,0.000004286704,0.000009714709,0.0000106308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005926696,0.0001020374,0.08018659,0.0006500095,0.0001185733,0.006860453,0.09989891,0.01839238,0.008066308,0.5030762,0.01420112,0.2678548],"study_design_scores_gemma":[0.0000270178,0.0001618984,0.5174218,0.000197747,0.00004966486,0.001332964,0.03702194,0.001688019,0.003698361,0.01205889,0.426287,0.0000547035],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8606741,0.004253602,0.002037382,0.000445757,0.0001275138,0.00003258908,0.000390499,0.00002795897,0.1320105],"genre_scores_gemma":[0.9909682,0.0006829748,0.0002383667,0.00002582975,0.00001512777,0.000004861693,0.0001011317,0.000006011221,0.007957505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02232529,"threshold_uncertainty_score":0.05598688,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416952545","doi":"10.3311/ppar.41411","title":"Consumption of Historical Space: Spatial Transformation of Safranbolu Historical Bazaar","year":2025,"lang":"","type":"article","venue":"Periodica Polytechnica Architecture","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Bazaar; Commodification; Tourism; Sustainability; Consumption (sociology); Cultural heritage; Industrial heritage; Value (mathematics)","authors":[{"name":"Ruşen YAMAÇLI","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03523805594569376,"gpt":0.2388421182578304,"spread":0.2036040623121366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009128816,0.000335128,0.0002743072,0.001229959,0.007857561,0.004263571,0.000647567,0.0007358919,0.005347449],"category_scores_gemma":[0.001086724,0.0002848784,0.0002434117,0.002565173,0.00802948,0.002119139,0.002696446,0.0009868738,0.0003854662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003836518,"about_ca_system_score_gemma":0.001621182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945067,"about_ca_topic_score_gemma":0.05484468,"domain_scores_codex":[0.9991203,0.0004426895,0.00001785784,0.00007931599,0.0001615633,0.0001783182],"domain_scores_gemma":[0.9996918,0.00009447701,0.00007519165,0.00003517235,0.00005233074,0.00005101729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001888644,0.00009002187,0.02001511,0.0003024939,0.0000225142,0.004909219,0.8816746,0.0003630853,0.0052241,0.04020903,0.002135668,0.04486534],"study_design_scores_gemma":[0.000005870662,0.00008438357,0.03590042,0.0001775933,0.00001942126,0.001558368,0.8268993,0.0002064784,0.0009642275,0.001843277,0.1323139,0.00002687315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599521,0.0009088803,0.001203078,0.00108417,0.00005213735,0.00003308463,0.00004907225,0.0000201423,0.03669731],"genre_scores_gemma":[0.9948171,0.0004713471,0.0005294431,0.00003997023,0.000009214905,0.00001031547,0.00002597675,0.0000114944,0.004085238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01945067,"threshold_uncertainty_score":0.03867489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2046745039","doi":"10.3311/pp.ar.2009-1.04","title":"The medieval social topography of Szeged","year":2009,"lang":"en","type":"article","venue":"Periodica Polytechnica Architecture","topic":"Hungarian Social, Economic and Educational Studies","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":"Settlement (finance); Peasant; Ethnic group; Intelligentsia; Geography; Quarter (Canadian coin); Archaeology; Distribution (mathematics); History; Genealogy; Ancient history; Economic history; Business; Sociology; Political science; Anthropology; Law; Payment","authors":[{"name":"Zsolt Máté","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01281212854988324,"gpt":0.3008722599800578,"spread":0.2880601314301746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006062284,0.0002680866,0.0001230463,0.001759928,0.0006563147,0.00150407,0.0001902161,0.0001058384,0.00526658],"category_scores_gemma":[0.0001364224,0.000129381,0.00009791482,0.00272621,0.0008621735,0.0004839891,0.001117675,0.0001606787,0.0005789619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288951,"about_ca_system_score_gemma":0.0004382135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01706477,"about_ca_topic_score_gemma":0.02148498,"domain_scores_codex":[0.9999065,0.00001217834,0.000006767056,0.00001946786,0.00001978068,0.00003520112],"domain_scores_gemma":[0.9999709,0.000002995934,0.00001049075,0.00000314798,0.000005650818,0.00000685534],"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":[0.001336817,0.0001915458,0.2526181,0.001184854,0.0005097106,0.007511652,0.05645886,0.01010975,0.01898988,0.1480678,0.02789959,0.4751214],"study_design_scores_gemma":[0.00003525786,0.00006800752,0.8427986,0.00010695,0.00006317291,0.001570116,0.01909304,0.0006860439,0.0007935262,0.004740531,0.1299993,0.00004546288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585346,0.001659288,0.0004195443,0.000313998,0.00002538788,0.00001599444,0.002172668,0.00005083334,0.03680765],"genre_scores_gemma":[0.9954848,0.0009821985,0.000237604,0.00001464014,0.00001208644,0.000009974608,0.0009961508,0.00000801944,0.002254535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01706477,"threshold_uncertainty_score":0.03393084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}