{"meta":{"query_hash":"64211c90ab00","filters":{"venue":"Urban sustainability"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/64211c90ab00","api":"https://metacan.xera.ac/api/v1/cohort?venue=Urban+sustainability"},"results":[{"id":"W4384786893","doi":"10.1007/978-981-99-2695-4_1","title":"The Promise and Potential of One Planet Living","year":2023,"lang":"en","type":"book-chapter","venue":"Urban sustainability","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Sustainable development; Environmental planning; Planet; Urban planning; Architectural engineering; Geography; Engineering; Political science; Civil engineering","score_opus":0.008911954305145563,"score_gpt":0.20368003553597955,"score_spread":0.19476808123083397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384786893","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05668402,0.033345185,0.0076691033,0.0025241242,0.0065700007,0.023871632,0.0010846559,0.009180787,0.8590705],"genre_scores_gemma":[0.5308756,0.00063536013,0.00010185274,0.0000088588695,0.0003270792,0.00007768485,0.000044403838,0.0002053924,0.46772373],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985043,0.000032892265,0.00042195374,0.00032010544,0.0003066225,0.0004141415],"domain_scores_gemma":[0.9985997,0.00045548347,0.000100196565,0.00054905046,0.00019685182,0.000098699435],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006762208,0.00031710585,0.00039587394,0.000108451844,0.00015121719,0.00007525564,0.00023310662,0.00024810387,0.000050791823],"category_scores_gemma":[0.00018502877,0.0002740708,0.000083953324,0.000045896726,0.00024598496,0.000054542597,0.000173551,0.00041151405,0.000005184595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032477922,0.00021790498,0.0021486983,0.02595109,0.0022197464,0.0005688901,0.0028072023,0.0102062095,0.0002771402,0.7429513,0.11091359,0.1014135],"study_design_scores_gemma":[0.0011879241,0.0006302423,0.010352992,0.001105793,0.0008190829,0.000032236734,0.0048537445,0.012810607,0.00012978488,0.44695774,0.5183327,0.0027871213],"about_ca_topic_score_codex":0.00003306433,"about_ca_topic_score_gemma":0.0000072038047,"teacher_disagreement_score":0.47419164,"about_ca_system_score_codex":0.00040881298,"about_ca_system_score_gemma":0.00021957062,"threshold_uncertainty_score":0.99997115},"labels":[],"label_agreement":null},{"id":"W4387317456","doi":"10.1007/978-981-99-6391-1","title":"Smart Buildings and Technologies for Sustainable Cities in China","year":2023,"lang":"en","type":"book","venue":"Urban sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ministry of Education, Culture, Sports, Science and Technology; International Development Research Centre","keywords":"China; Architectural engineering; Business; Environmental planning; Geography; Engineering; Archaeology","score_opus":0.0059754404547787045,"score_gpt":0.2033040859322192,"score_spread":0.19732864547744047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387317456","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33283243,0.057624053,0.004147352,0.008738868,0.0031234026,0.030021561,0.0009260799,0.0940671,0.46851915],"genre_scores_gemma":[0.11802927,0.0009169622,0.00036756048,0.000011971425,0.00012138602,0.0014914509,0.00008669793,0.0002766378,0.87869805],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976255,0.000012922473,0.00049215526,0.0006267872,0.00017614408,0.0010664373],"domain_scores_gemma":[0.9985138,0.00036422262,0.000074187694,0.0007551535,0.00024984143,0.000042762294],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051819056,0.000561889,0.00077705405,0.00085136376,0.00015407558,0.00013807371,0.00047683276,0.0010039621,0.000007881833],"category_scores_gemma":[0.0014756995,0.00058876805,0.0001564206,0.00036276385,0.0006511632,0.00022355268,0.0005216207,0.0007550146,0.0000025168308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067288864,0.00003786668,0.009972548,0.022407379,0.00017617336,0.00024689725,0.0014795774,0.00050627964,0.0000025872928,0.41171405,0.5328574,0.020531943],"study_design_scores_gemma":[0.0003007624,0.00009762486,0.0011800671,0.00009746251,0.00002669082,0.0000033377848,0.014442942,0.00034248663,0.000051920917,0.56164235,0.4212517,0.0005626375],"about_ca_topic_score_codex":0.00013317898,"about_ca_topic_score_gemma":0.00008964369,"teacher_disagreement_score":0.4101789,"about_ca_system_score_codex":0.0021733844,"about_ca_system_score_gemma":0.00028960442,"threshold_uncertainty_score":0.9996564},"labels":[],"label_agreement":null},{"id":"W4405744125","doi":"10.1007/978-981-97-8483-7_5","title":"Building Resilient Smart Cities: The Role of Digital Twins and Generative AI in Disaster Management Strategy","year":2024,"lang":"en","type":"book-chapter","venue":"Urban sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; York University","funders":"","keywords":"Generative grammar; Computer science; Architectural engineering; Computer security; Business; Engineering; Artificial intelligence","score_opus":0.006669693612051978,"score_gpt":0.2097197793697867,"score_spread":0.20305008575773473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405744125","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25859347,0.014856579,0.00040790703,0.00084068393,0.00042490548,0.0023962804,0.0002920027,0.0007124128,0.7214758],"genre_scores_gemma":[0.94634014,0.00011333224,0.00003590059,0.0000111313875,0.000052494914,0.000056738878,0.000009440198,0.00005104519,0.053329766],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988651,0.0000072441103,0.00033140788,0.0003424687,0.00017200546,0.00028175698],"domain_scores_gemma":[0.9993132,0.000072982446,0.000037469807,0.00047988503,0.00006640725,0.000030083504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012409067,0.0003146415,0.00032450445,0.00018854967,0.000039285464,0.0001272191,0.00020366815,0.0001904698,0.00002038804],"category_scores_gemma":[0.000018352725,0.00024317467,0.00010000556,0.000064765496,0.00037384112,0.000115583985,0.0003251082,0.00042419243,0.0000019686047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015729098,0.000012930797,0.0018756025,0.0013713029,0.00018305154,0.000050641345,0.001464396,0.0012840081,0.0000031247953,0.9782487,0.0013969004,0.014093623],"study_design_scores_gemma":[0.00011802342,0.00007082877,0.000728481,0.0001519838,0.00005335259,0.0000033183017,0.01542795,0.0013291478,0.00006580466,0.7691166,0.2126012,0.00033332242],"about_ca_topic_score_codex":0.00002345564,"about_ca_topic_score_gemma":0.00004040083,"teacher_disagreement_score":0.6877467,"about_ca_system_score_codex":0.0004524715,"about_ca_system_score_gemma":0.000029966173,"threshold_uncertainty_score":0.9916375},"labels":[],"label_agreement":null},{"id":"W4415325407","doi":"10.1007/978-981-95-1308-6","title":"101 Inequalities Amid the COVID-19 Crisis and Beyond","year":2025,"lang":"en","type":"book","venue":"Urban sustainability","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ministry of Education, Culture, Sports, Science and Technology; International Development Research Centre","keywords":"Inequality; Work (physics); Government (linguistics); Context (archaeology)","score_opus":0.04566757377072876,"score_gpt":0.39669314216394663,"score_spread":0.35102556839321786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415325407","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012113757,0.009048928,0.000109195986,0.22147818,0.0011311738,0.0052788532,0.0006038297,0.00047422666,0.7606642],"genre_scores_gemma":[0.004262812,0.00036494914,0.0000075552016,0.027273528,0.0006301451,0.0006974326,0.00013764642,0.000042832668,0.9665831],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956027,0.0014068751,0.0009479106,0.00077997544,0.00042082692,0.00084169477],"domain_scores_gemma":[0.9927604,0.004510064,0.00039346144,0.0011745604,0.0009137396,0.00024772913],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0025680074,0.0005379738,0.00088758965,0.0001911769,0.0029216402,0.00003615791,0.00044378595,0.0006489978,0.00063111674],"category_scores_gemma":[0.004605165,0.00037038815,0.0002108542,0.00017834823,0.0008051008,0.00009399301,0.001233327,0.0015099031,0.00002060173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006456213,0.000023453835,0.039145824,0.0055073583,0.00011550739,0.000007810819,0.01949427,2.7367932e-7,1.0153323e-8,0.14005736,0.7953891,0.00019447088],"study_design_scores_gemma":[0.00032032316,0.000046367913,0.0016599242,0.000037580616,0.0001305147,2.710522e-7,0.033098843,3.4366516e-7,6.030423e-8,0.29255703,0.6719138,0.0002349767],"about_ca_topic_score_codex":0.0021377525,"about_ca_topic_score_gemma":0.0010571228,"teacher_disagreement_score":0.20591885,"about_ca_system_score_codex":0.0033632189,"about_ca_system_score_gemma":0.0062720855,"threshold_uncertainty_score":0.99987483},"labels":[],"label_agreement":null}]}