{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"fe402ce2faf4","filters":{"venue":"SpringerBriefs in architectural design and technology"}},"results":[{"id":"W4210347413","doi":"10.1007/978-3-030-61916-9","title":"Reviewing Design Process Theories","year":2020,"lang":"en","type":"book","venue":"SpringerBriefs in architectural design and technology","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Process (computing); Computer science; Process management; Management science; Epistemology; Engineering; Philosophy; Programming language","authors":[{"name":"Mahmud Rezaei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02000808932404543,"gpt":0.2483263021752764,"spread":0.228318212851231,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005057786,0.0005462834,0.0007042603,0.000680617,0.00008608386,0.00007724541,0.0004816179,0.000571195,0.00007632344],"category_scores_gemma":[0.000452036,0.00053481,0.00005766946,0.0005580555,0.0002768534,0.0001232487,0.00009225174,0.00165851,0.00008964405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323385,"about_ca_system_score_gemma":0.0002324312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001534132,"about_ca_topic_score_gemma":0.000002314456,"domain_scores_codex":[0.9981269,0.0001472552,0.0005090546,0.0005493812,0.0001844822,0.0004829026],"domain_scores_gemma":[0.998762,0.0005499467,0.0001249638,0.0003915672,0.00005355671,0.0001179544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001871953,0.00004283293,0.00003590505,0.003715824,0.0003606772,0.0003622597,0.003742379,0.00698997,0.001927474,0.1107517,0.01212476,0.859759],"study_design_scores_gemma":[0.0006549273,0.0002974897,0.0000287446,0.001624117,0.0001518896,0.0005359796,0.00008122059,0.008527814,0.004578987,0.6118062,0.3699569,0.001755759],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000387652,0.06701706,0.7277181,0.006741663,0.001844262,0.004856911,0.00001674728,0.005570858,0.1858468],"genre_scores_gemma":[0.3888994,0.03488625,0.3650269,0.003502389,0.002377677,0.002789591,0.000140122,0.002079998,0.2002977],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8580033,"threshold_uncertainty_score":0.9997103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313341102","doi":"10.1007/978-981-10-1775-9","title":"Comfort and Perception in Architecture","year":2022,"lang":"en","type":"book","venue":"SpringerBriefs in architectural design and technology","topic":"Architecture and Computational Design","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Perception; Architecture; Architectural design; Feature (linguistics); Architectural engineering; Computer science; Engineering; Psychology; Visual arts; Art; Linguistics; Philosophy; Neuroscience","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006117159595198264,"gpt":0.1888716027669286,"spread":0.1827544431717303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002684923,0.0005278324,0.0006195593,0.001998562,0.00009588137,0.00003035576,0.0003124016,0.0004860642,0.00008536138],"category_scores_gemma":[0.00002621077,0.0005482858,0.00005354654,0.0004283325,0.0003210067,0.00003883772,0.0002953091,0.002200439,0.000005064922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621542,"about_ca_system_score_gemma":0.00008409198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001645276,"about_ca_topic_score_gemma":0.0001121831,"domain_scores_codex":[0.9980958,0.00008947012,0.000461727,0.0006151656,0.0002271112,0.000510687],"domain_scores_gemma":[0.9993132,0.0002449094,0.00006222862,0.0002891059,0.00001268093,0.00007790306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001193712,0.00002904454,0.0005382122,0.0004223427,0.0000920433,0.0004402614,0.00147786,0.1192275,0.001489416,0.01476446,0.00074114,0.8606583],"study_design_scores_gemma":[0.002283838,0.0007886555,0.009761962,0.0007445311,0.00007246589,0.002291679,0.000112282,0.04368431,0.0001621613,0.8341224,0.1033885,0.002587197],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3423023,0.05675066,0.3624988,0.005854116,0.00238979,0.01253823,0.0001887333,0.007776543,0.2097008],"genre_scores_gemma":[0.8910648,0.002928751,0.06807715,0.0005473606,0.0003775153,0.0009697305,0.0002209035,0.0006005494,0.03521319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8580711,"threshold_uncertainty_score":0.9996969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3109099366","doi":"10.1007/978-3-030-61916-9_2","title":"Procedural and Substantive Theories","year":2020,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Architecture and Computational Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Epistemology; Psychology; Philosophy","authors":[{"name":"Mahmud Rezaei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007992398918955862,"gpt":0.1855698496559644,"spread":0.1775774507370086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008269473,0.0004737416,0.0005056358,0.0005373602,0.00007091458,0.00003336867,0.0001986669,0.0003894266,0.0000156092],"category_scores_gemma":[0.00003548942,0.0004416652,0.00004269414,0.0001380172,0.0004891814,0.0000402802,0.0001476824,0.0009572616,0.00001319095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003672656,"about_ca_system_score_gemma":0.0000342973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001685552,"about_ca_topic_score_gemma":0.00001284784,"domain_scores_codex":[0.9987515,0.0000182702,0.0003093758,0.0004720424,0.0001381652,0.0003106399],"domain_scores_gemma":[0.9994869,0.0001778425,0.00005465199,0.0001656897,0.00002881285,0.00008616738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007825265,0.00000327082,0.00003799867,0.0002426091,0.0001244107,0.0001847804,0.0005342605,0.001334258,0.0009878485,0.7963744,0.00008765068,0.2000103],"study_design_scores_gemma":[0.0003661067,0.0002072881,0.0002036836,0.0002567792,0.00003518313,0.0003405911,0.00001735703,0.005930938,0.00128953,0.9841657,0.006506291,0.0006805217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03808552,0.07409697,0.5129429,0.01306816,0.001241969,0.007258617,0.0001304945,0.009288137,0.3438873],"genre_scores_gemma":[0.9789507,0.0007901248,0.01647916,0.0002080716,0.0001195832,0.00005841821,0.00001209529,0.0001544046,0.003227401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9408652,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3108506009","doi":"10.1007/978-3-030-61916-9_5","title":"Design Participation Theories","year":2020,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Psychology","authors":[{"name":"Mahmud Rezaei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03030519717554689,"gpt":0.259645422500724,"spread":0.2293402253251771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003703649,0.0004989046,0.0005561095,0.001382394,0.0001479048,0.00009041524,0.0009946451,0.0007620676,0.0000289971],"category_scores_gemma":[0.0002193783,0.0004820061,0.00005102311,0.0004214755,0.0006907948,0.0002082255,0.0006906077,0.00158077,0.00009402134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127543,"about_ca_system_score_gemma":0.000089669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004115744,"about_ca_topic_score_gemma":0.000008793053,"domain_scores_codex":[0.9977415,0.00009567037,0.0005486069,0.0009545219,0.0002110719,0.000448672],"domain_scores_gemma":[0.998529,0.0002923558,0.0003184426,0.0006840792,0.000121557,0.00005463728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003750977,0.000008555205,0.00001221596,0.00002062056,0.00004225338,0.0001189631,0.0002261966,0.00006488683,0.002026665,0.8627335,0.0000506743,0.1346579],"study_design_scores_gemma":[0.0003208917,0.0005069848,0.00005927354,0.0001643611,0.00001634503,0.0001667251,0.000005619322,0.007069769,0.0168355,0.9694276,0.00489104,0.0005359157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003288539,0.0004967977,0.9757914,0.006569398,0.0003285384,0.0008443341,0.00000142747,0.001200057,0.01443918],"genre_scores_gemma":[0.6453862,0.0001764752,0.3400307,0.0007902129,0.0001367087,0.0002882824,0.000008671184,0.0001280596,0.01305471],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6450573,"threshold_uncertainty_score":0.9997632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313340813","doi":"10.1007/978-981-10-1775-9_5","title":"Comfort in Design and Design Education","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Architectural engineering; Point (geometry); Focus (optics); Human–computer interaction; Engineering; Mathematics","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01125669313321607,"gpt":0.1970423617517989,"spread":0.1857856686185828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003273551,0.0003832402,0.0004133926,0.00128169,0.00008336964,0.00002845915,0.0002278259,0.0004727163,0.00006352781],"category_scores_gemma":[0.00002228803,0.0004257304,0.00002835308,0.0002182295,0.0001661263,0.00007016206,0.0001453053,0.0009659305,0.000001093083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620069,"about_ca_system_score_gemma":0.00008441841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002555943,"about_ca_topic_score_gemma":0.00002249055,"domain_scores_codex":[0.9986906,0.00005327679,0.0003667823,0.0004387776,0.0001225507,0.0003280031],"domain_scores_gemma":[0.9994257,0.0001533878,0.00007032508,0.0002829468,0.00001476864,0.00005285424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005741308,0.00001645387,0.00006422682,0.00007276936,0.00003735402,0.00003789474,0.0001125186,0.6540797,0.0003167263,0.1572282,0.0001005215,0.1878763],"study_design_scores_gemma":[0.001614678,0.0006779034,0.0002343845,0.0009276566,0.00009147971,0.0007879084,0.00003671954,0.3723391,0.002856794,0.5772614,0.04075811,0.002413946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003269331,0.01167059,0.9661386,0.0004462838,0.0006341529,0.002040594,0.000004468172,0.001142356,0.01465361],"genre_scores_gemma":[0.3589839,0.01002383,0.6079093,0.0002762375,0.0001531818,0.001173892,0.00007034476,0.0005213324,0.02088798],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4200332,"threshold_uncertainty_score":0.9998195,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313341243","doi":"10.1007/978-981-10-1775-9_3","title":"History of Visual Comfort Standards","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"GLARE; Psychology; Optometry; Medicine","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01524578985872375,"gpt":0.2660571336302558,"spread":0.2508113437715321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004244494,0.0004059882,0.0007215465,0.001233471,0.0000452107,0.000004386518,0.0003855662,0.0005359023,0.002883123],"category_scores_gemma":[0.0000349923,0.0004335201,0.0001442978,0.00008839777,0.0008933265,0.00002228888,0.0003857081,0.001193563,0.000008898372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005544501,"about_ca_system_score_gemma":0.0002365621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001681708,"about_ca_topic_score_gemma":0.0001033259,"domain_scores_codex":[0.9980839,0.00005494599,0.0005615354,0.0006553413,0.0002358534,0.0004083633],"domain_scores_gemma":[0.9990097,0.0001161896,0.0002918403,0.0004795523,0.00003973637,0.00006301473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002955094,0.00005736472,0.0001912477,0.0001039536,0.0001874094,0.00009696549,0.0004501898,0.00001723139,0.000268808,0.7580391,0.001131435,0.2391608],"study_design_scores_gemma":[0.001293803,0.001401564,0.0009312579,0.0001254559,0.00006881751,0.0001209656,0.00006450341,0.00005304149,0.00003234228,0.1041914,0.8909514,0.0007654914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01803714,0.02563119,0.001358523,0.0005286863,0.001930701,0.001340147,0.0001004736,0.0003165553,0.9507565],"genre_scores_gemma":[0.5436437,0.00215166,0.003472981,0.0003492047,0.0001202191,0.000335354,0.0000717986,0.0003803927,0.4494747],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.88982,"threshold_uncertainty_score":0.9998116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313341345","doi":"10.1007/978-981-10-1775-9_4","title":"Performance-Driven Design Workflows","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Workflow; Dashboard; Computer science; Window (computing); Simple (philosophy); Range (aeronautics); Architectural design; Human–computer interaction; Architectural engineering; Systems engineering; Software engineering; Architecture; Engineering; Geography; Database; Aerospace engineering; Operating system","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01234421936969593,"gpt":0.1789186025272328,"spread":0.1665743831575369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001438767,0.0003954525,0.000397925,0.0009116949,0.0001197451,0.000020806,0.0003317615,0.0004688212,0.0002438709],"category_scores_gemma":[0.000009666445,0.0004205745,0.00004796259,0.0001937759,0.0001539288,0.00005770948,0.0001900287,0.001113735,0.000005669483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323081,"about_ca_system_score_gemma":0.00003021287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003182744,"about_ca_topic_score_gemma":0.000005976755,"domain_scores_codex":[0.9987611,0.00002183369,0.0003144214,0.0003849866,0.0001463567,0.0003713662],"domain_scores_gemma":[0.9994547,0.00007638465,0.00006050791,0.0003443045,0.00001474278,0.00004931554],"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":[0.00002604373,0.000003723232,0.00003439879,0.00004823901,0.00004717866,0.0000367476,0.00003959374,0.8486511,0.0001500276,0.02644222,0.00007264373,0.1244481],"study_design_scores_gemma":[0.0007415522,0.00041289,0.000050702,0.0004327167,0.00006487832,0.0003282554,0.000004555834,0.8862566,0.001397668,0.0459463,0.06292678,0.001437137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01554998,0.01099839,0.7529211,0.0008195412,0.002420039,0.003215549,0.00002022188,0.007535582,0.2065196],"genre_scores_gemma":[0.6163116,0.01062551,0.316327,0.0001571823,0.0002788204,0.0006700351,0.0000716299,0.0006887697,0.05486951],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6007616,"threshold_uncertainty_score":0.9998246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313341325","doi":"10.1007/978-981-10-1775-9_2","title":"History of Thermal Comfort Standards","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"ASHRAE 90.1; Thermal comfort; Architectural engineering; Engineering; Focus (optics); Meteorology; Geography; Physics","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009315805265133805,"gpt":0.1826679249481069,"spread":0.1733521196829731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001715395,0.0002496025,0.000371779,0.0006442069,0.00002662441,0.000003315682,0.0002199027,0.0003161675,0.000350565],"category_scores_gemma":[0.000009922921,0.0002661899,0.00004857339,0.00006900711,0.0002397425,0.00002830749,0.0001325576,0.0007053876,3.030677e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314353,"about_ca_system_score_gemma":0.0000772133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001018903,"about_ca_topic_score_gemma":0.00001100415,"domain_scores_codex":[0.9990846,0.00001218821,0.0002937578,0.0002264225,0.0001811157,0.0002019237],"domain_scores_gemma":[0.9995731,0.00004011891,0.00007414728,0.000265174,0.00002004447,0.00002737618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007982159,0.00001138261,0.00006041388,0.0002232469,0.0001404457,0.00006656384,0.0002070044,0.3932861,0.002043956,0.4357724,0.0005188455,0.1675899],"study_design_scores_gemma":[0.001281829,0.0005908846,0.00007705281,0.0005037056,0.0001016442,0.0002211286,0.00001108063,0.05980179,0.002867785,0.09852075,0.8344016,0.00162072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0155227,0.05030768,0.1058312,0.0003282642,0.002874184,0.001553331,0.0001068009,0.003055577,0.8204203],"genre_scores_gemma":[0.7815794,0.005540157,0.05387,0.0001435942,0.0001809647,0.0002671587,0.00009246736,0.0006508803,0.1576754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8338828,"threshold_uncertainty_score":0.999979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313341150","doi":"10.1007/978-981-10-1775-9_1","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Metaphor; Pleasure; Architectural engineering; Aesthetics; Art; Engineering; Philosophy; Psychology","authors":[{"name":"J. Alstan Jakubiec","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01891728684924725,"gpt":0.1917915178897554,"spread":0.1728742310405081,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001704562,0.0004005395,0.0004944178,0.001089857,0.0005605426,0.00003119084,0.0002511237,0.0001581704,0.004533251],"category_scores_gemma":[0.00003403063,0.0003706709,0.00007679506,0.00003963984,0.001249169,0.00005041235,0.0003912195,0.001194213,0.00006140165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001089191,"about_ca_system_score_gemma":0.00003339666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003327047,"about_ca_topic_score_gemma":0.0004702712,"domain_scores_codex":[0.9985014,0.00003337081,0.0003414497,0.0006130237,0.0001731067,0.0003376977],"domain_scores_gemma":[0.9993591,0.00008126509,0.000145682,0.0003416207,0.00003313704,0.00003922145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004145586,0.000009207026,0.000004150772,0.00003632485,0.00005942046,0.00005639014,0.003434381,0.00002517188,0.00003460572,0.8898687,0.00365331,0.1027768],"study_design_scores_gemma":[0.0001539286,0.0002087904,0.000003694823,0.00003086092,0.00002592728,0.00006601454,0.00007118428,0.00001051328,0.00002003348,0.1568072,0.8422568,0.0003450367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008168577,0.01055998,0.0003249564,0.01949363,0.002175034,0.001126129,0.00003347521,0.0008715026,0.9645984],"genre_scores_gemma":[0.03373403,0.0008168976,0.001887162,0.0004018891,0.002382459,0.0001716218,0.00003263928,0.0001625298,0.9604108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8386035,"threshold_uncertainty_score":0.9998745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226470382","doi":"10.1007/978-981-19-1360-0_4","title":"Architectural Implications for Evacuation Modelling of a Heritage Cultural Centre","year":2022,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in architectural design and technology","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Cultural heritage; Architectural engineering; History; Engineering; Geography; Archaeology","authors":[{"name":"John Gales","is_ca":true},{"name":"René Champagne","is_ca":true},{"name":"Georgette Harun","is_ca":true},{"name":"Hannah Carton","is_ca":true},{"name":"Michael Kinsey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03013182006993191,"gpt":0.2317558483069768,"spread":0.2016240282370449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000162493,0.0003793663,0.0004797025,0.0007038589,0.0001046276,0.00002010062,0.0002944885,0.0003359951,0.00005391681],"category_scores_gemma":[0.00003216942,0.000391884,0.0001165464,0.0001657689,0.000207215,0.0000547079,0.0001157916,0.0006778693,0.000001867163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439888,"about_ca_system_score_gemma":0.00003549496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008741523,"about_ca_topic_score_gemma":0.00006776895,"domain_scores_codex":[0.9985695,0.00001978195,0.0005385518,0.0003983424,0.0001289437,0.0003448385],"domain_scores_gemma":[0.9992273,0.0001649756,0.0001383001,0.0003387161,0.000075278,0.00005539833],"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":[0.00007658794,0.00001679128,0.00008895604,0.0004119237,0.0001475233,0.000004788513,0.000826808,0.4422761,0.004006008,0.4222283,0.00005196763,0.1298642],"study_design_scores_gemma":[0.001249151,0.0002399056,0.0001669929,0.0002831813,0.0001167583,0.0001571181,0.0001013027,0.6022214,0.0009478338,0.383421,0.009966754,0.001128521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08723456,0.007970364,0.8656048,0.004089539,0.0006859287,0.006119105,0.0005721209,0.002275922,0.02544763],"genre_scores_gemma":[0.9226133,0.0007375188,0.06859099,0.00004361893,0.00007318337,0.0003100562,0.0002338349,0.0001981842,0.007199272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8353788,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}