{"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":"eeecfa702ac3","filters":{"venue":"Journal of Design for Resilience in Architecture and Planning"}},"results":[{"id":"W4200078751","doi":"10.47818/drarch.2021.v2si033","title":"Association between home layout connectivity and cognitive ability in community dwelling older adults: Implication for occupational therapy","year":2021,"lang":"en","type":"article","venue":"Journal of Design for Resilience in Architecture and Planning","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Georgia State University","keywords":"Cognition; Gerontology; Association (psychology); Psychology; Montreal Cognitive Assessment; Occupational therapy; Sample (material); Effects of sleep deprivation on cognitive performance; Medicine; Cognitive impairment; Psychiatry","authors":[{"name":"Sonit Bafna","is_ca":false},{"name":"Kinsuk Maitra","is_ca":false},{"name":"Yoonjeong Lim","is_ca":false},{"name":"Manasi Shah","is_ca":false},{"name":"Yi-An Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03961109467526056,"gpt":0.3243812395669174,"spread":0.2847701448916568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001902282,0.00008111951,0.0001980767,0.00006684993,0.0001622578,0.00002537031,0.0000651021,0.00007388215,0.00000517745],"category_scores_gemma":[0.0005305186,0.00007110993,0.00003126396,0.0001397075,0.00004527146,0.0001608163,0.00002017428,0.0003306739,1.283579e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008221,"about_ca_system_score_gemma":0.0000522005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001539825,"about_ca_topic_score_gemma":0.0003408984,"domain_scores_codex":[0.9989966,0.0002805645,0.0002727924,0.0001361373,0.0001457626,0.0001681572],"domain_scores_gemma":[0.9963208,0.003268976,0.0002522159,0.00005268656,0.00005018736,0.00005509365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005004092,0.00005282127,0.9754899,0.00002964135,0.000009997678,0.000001245325,0.005995435,0.003265365,0.0006701651,0.000001783888,0.00002463639,0.01395858],"study_design_scores_gemma":[0.001276069,0.0002898731,0.9927947,0.0002149142,0.00001171201,0.000009289951,0.001087022,0.001012242,0.0005564537,0.002649624,0.00001827247,0.00007985572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.91501,0.0003710759,0.08391228,0.0002843694,0.00001753841,0.0003734709,0.00002261598,0.000002318796,0.000006376357],"genre_scores_gemma":[0.9956052,0.0000380749,0.004190619,0.00009039648,0.00004307149,0.00001494871,0.000008468567,0.00000464096,0.000004592444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08059523,"threshold_uncertainty_score":0.2899779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313470037","doi":"10.47818/drarch.2022.v3i3060","title":"Interpreting living urban-industrial heritage: The Jewellery Quarter, Birmingham","year":2022,"lang":"en","type":"article","venue":"Journal of Design for Resilience in Architecture and Planning","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","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":"Interpretation (philosophy); Industrial heritage; Cultural heritage; Cultural heritage management; Context (archaeology); Values; Quarter (Canadian coin); Sociology; Environmental ethics; Geography; Archaeology; Computer science","authors":[{"name":"Mert Nezih Rifaioğlu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08958638933367355,"gpt":0.2611030251219779,"spread":0.1715166357883043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001421426,0.0001008288,0.0001514221,0.0001506785,0.0006215596,0.0002023692,0.000262615,0.0000190419,0.0001155917],"category_scores_gemma":[0.0002592352,0.00006611928,0.00006807526,0.00007367166,0.00006216657,0.0002141385,0.00008146259,0.000464237,2.163553e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002327276,"about_ca_system_score_gemma":0.00002378184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002510853,"about_ca_topic_score_gemma":0.00002806651,"domain_scores_codex":[0.9989387,0.0002306627,0.0003377407,0.0001067958,0.0002091714,0.000176946],"domain_scores_gemma":[0.9984636,0.001150799,0.0002539372,0.000067285,0.00003695246,0.00002738152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001917404,0.0001215425,0.01860865,0.0001291586,0.0001219825,0.0001431635,0.7205676,0.1100728,0.001123874,0.004004652,0.07857154,0.06461763],"study_design_scores_gemma":[0.001931891,0.003555694,0.001416616,0.001549945,0.0001252682,0.0002378051,0.3253209,0.02363874,0.000126043,0.01106535,0.6302747,0.0007570199],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720204,0.003399762,0.01348563,0.003087102,0.001917492,0.0009756169,0.0000128632,0.00003358595,0.00506748],"genre_scores_gemma":[0.9981459,0.000006041397,0.000370302,0.0002140659,0.0006591371,0.00001812987,0.000001186374,0.000008332875,0.0005769321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5517032,"threshold_uncertainty_score":0.4780597,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313470429","doi":"10.47818/drarch.2022.v3si068","title":"A reflection on cinematic architecture through light, poetic imagery, narrative and social issues","year":2022,"lang":"en","type":"article","venue":"Journal of Design for Resilience in Architecture and Planning","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Architecture; Movie theater; Metaphor; Narrative; Aesthetics; Art; Poetry; Context (archaeology); Visual arts; Sociology; Art history; Literature; Philosophy; History","authors":[{"name":"Keiichi Ogata","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05184531183882701,"gpt":0.3052088568985207,"spread":0.2533635450596937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006886732,0.0001364609,0.000424658,0.000369373,0.0003950822,0.00003721795,0.0001019438,0.00003699887,0.00001347243],"category_scores_gemma":[0.0002502985,0.0001190945,0.00006670801,0.0001921913,0.00005783223,0.00008133923,0.00003869638,0.0004305001,3.714844e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004137282,"about_ca_system_score_gemma":0.00002184503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001224914,"about_ca_topic_score_gemma":0.000005816456,"domain_scores_codex":[0.9989947,0.00006839959,0.0004539843,0.0002019886,0.00007792791,0.0002030022],"domain_scores_gemma":[0.999131,0.0003609059,0.0003951573,0.00005694366,0.00002248068,0.000033468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004077767,0.0003202577,0.01305713,0.0006167025,0.0002737452,0.0002692642,0.8613405,0.07910139,0.004388134,0.007682281,0.01400615,0.01486669],"study_design_scores_gemma":[0.007344471,0.01229527,0.02029498,0.0009852325,0.0001114982,0.002049412,0.07982966,0.002628812,0.001931635,0.7850348,0.08605551,0.001438645],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041932,0.01600709,0.06177697,0.01527119,0.0005612439,0.0006935871,0.00003055756,0.00001567989,0.001450548],"genre_scores_gemma":[0.993187,0.0001111114,0.005894468,0.0003488088,0.0002309411,0.00003123017,0.000001360793,0.00001331576,0.0001818356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7815108,"threshold_uncertainty_score":0.4856533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200158635","doi":"10.47818/drarch.2021.v2si036","title":"To integrate or not to integrate? A matter of choice for universities","year":2021,"lang":"en","type":"article","venue":"Journal of Design for Resilience in Architecture and Planning","topic":"Urban Design and Spatial Analysis","field":"Engineering","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":"Safeguarding; Public relations; Premise; Context (archaeology); Inclusion (mineral); Asset (computer security); Livelihood; Political science; Facilitator; Sociology; Business; Geography; Social science; Computer science; Agriculture","authors":[{"name":"Luísa Cannas da Silva","is_ca":false},{"name":"Teresa Heitor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02410735039303328,"gpt":0.2727366280642693,"spread":0.2486292776712361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002831344,0.00012182,0.0003317614,0.0003964526,0.00003578464,0.0000332422,0.0001521781,0.00004748093,0.00001679757],"category_scores_gemma":[0.0001887944,0.00008903973,0.00008691325,0.0003406329,0.00001765716,0.00007655996,0.00001580838,0.0001590275,6.297265e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004011894,"about_ca_system_score_gemma":0.00008592646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001867897,"about_ca_topic_score_gemma":0.00007902658,"domain_scores_codex":[0.9992263,0.00003859803,0.0003232562,0.0001122115,0.0001150586,0.0001845433],"domain_scores_gemma":[0.9989475,0.0006745857,0.00006986749,0.00007456818,0.0001311373,0.0001023272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001931702,0.00002313968,0.002153078,0.0002259031,0.0001218404,0.0000888268,0.01060266,0.8832919,0.08272424,0.00002549613,0.005247409,0.01356382],"study_design_scores_gemma":[0.005743365,0.007119183,0.01699361,0.008148639,0.0007359018,0.0007474085,0.04036857,0.1583534,0.7210296,0.003551293,0.03507746,0.002131566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3445966,0.0001915604,0.6547117,0.0002332836,0.00006607538,0.0001378816,0.00001282223,0.000005071148,0.0000450278],"genre_scores_gemma":[0.9300558,0.0000123552,0.06900775,0.0002784202,0.00008705991,0.000006207442,0.000001429456,0.00001534431,0.0005356029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7249385,"threshold_uncertainty_score":0.3630935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}