{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":45,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":45,"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":"b2e97e3592d8","filters":{"venue":"The urban book series"}},"results":[{"id":"W2279821515","doi":"10.1007/978-3-030-66073-4_11","title":"Recovering the Gay Village: A Comparative Historical Geography of Urban Change and Planning in Toronto and Sydney","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Brock University","funders":"","keywords":"Commodification; Mainstream; Queer; Politics; Sociology; Gender studies; Social geography; Consumerism; Geography; Political science; Social science; Human geography; Economy","authors":[{"name":"Andrew Gorman‐Murray","is_ca":false},{"name":"Catherine J. Nash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05274538170408171,"gpt":0.272010734128413,"spread":0.2192653524243313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000483778,0.0002417511,0.0001955164,0.002158979,0.00969455,0.004249766,0.0007879024,0.000567893,0.009846532],"category_scores_gemma":[0.001135745,0.0002466459,0.0001261206,0.0057561,0.009289497,0.001403146,0.002464514,0.0009039376,0.0003339193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06751443,"about_ca_system_score_gemma":0.01758831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9053986,"about_ca_topic_score_gemma":0.9779813,"domain_scores_codex":[0.9994948,0.0002028464,0.00001140211,0.0000475691,0.0001104268,0.000132878],"domain_scores_gemma":[0.9993425,0.0002248546,0.00009441338,0.00004503852,0.0001025129,0.0001905926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003410039,0.00001146099,0.00775039,0.0001917406,0.000009232092,0.001722426,0.8352055,0.0007179942,0.000329854,0.1152775,0.01819071,0.02055918],"study_design_scores_gemma":[0.000002520237,0.00001873097,0.04097496,0.0002098138,0.000008946647,0.0002668861,0.5843414,0.0002636118,0.0002305237,0.002604731,0.3710549,0.00002287735],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7018928,0.01350654,0.0008710535,0.008375022,0.0002662485,0.00006842987,0.0008539313,0.00004312642,0.2741228],"genre_scores_gemma":[0.9599969,0.004367245,0.000297948,0.0001370499,0.00002829889,0.00002277467,0.0001606674,0.00002621498,0.03496293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09460139,"threshold_uncertainty_score":0.4898537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3139204366","doi":"10.1007/978-3-030-66073-4_4","title":"Why Gayborhoods Matter: The Street Empirics of Urban Sexualities","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Gentrification; Human sexuality; Sociology; Appeal; Urban politics; Politics; Gender studies; Political science; Geography; Economic geography; Economic growth; Economics; Law","authors":[{"name":"Amin Ghaziani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03944742551918093,"gpt":0.3109011999233164,"spread":0.2714537744041354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008547984,0.0001506205,0.000178044,0.0007685811,0.002919831,0.00569599,0.0003916559,0.0007203528,0.006734679],"category_scores_gemma":[0.001117482,0.0001705991,0.0001511137,0.0009001074,0.01714574,0.003516593,0.002078338,0.001470836,0.0003898221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002453753,"about_ca_system_score_gemma":0.001086131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007652834,"about_ca_topic_score_gemma":0.01903221,"domain_scores_codex":[0.9994422,0.0004057495,0.000006879503,0.00003990114,0.00005349464,0.00005178267],"domain_scores_gemma":[0.9991762,0.0005979587,0.00004610163,0.00005846033,0.00005905092,0.00006215087],"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":[0.000003818217,0.000004822065,0.0007764777,0.00001979659,0.000001589304,0.00004301468,0.01560648,0.0001651505,0.00002632958,0.976067,0.002813836,0.004471578],"study_design_scores_gemma":[0.000006728191,0.00001689258,0.005787424,0.0004008508,0.00000904207,0.00009648922,0.09528186,0.001242234,0.0001795279,0.6474121,0.2495534,0.0000134774],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1674416,0.01430405,0.008140102,0.03860307,0.000376833,0.00003204379,0.0001736916,0.00005962245,0.7708688],"genre_scores_gemma":[0.9692019,0.004010656,0.0009485707,0.0009849236,0.00010951,0.00002611329,0.00004343836,0.00004342001,0.02463151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007652834,"threshold_uncertainty_score":0.02252972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3093472431","doi":"10.1007/978-3-319-98968-6","title":"Urban Climate Resilience in Southeast Asia","year":2019,"lang":"en","type":"book","venue":"The urban book series","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":20,"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":"Southeast asia; Climate change; Resilience (materials science); Urban resilience; Geography; Corporate governance; Environmental planning; Urban climate; Environmental resource management; Political science; Urbanization; Urban planning; Economic growth; History; Business; Environmental science; Ethnology; Ecology; Civil engineering; Engineering","authors":[{"name":"Amrita Danière","is_ca":true},{"name":"Matthias Garschagen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04494204903103953,"gpt":0.2734864216246608,"spread":0.2285443725936213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001596497,0.0005911576,0.0002745107,0.0007711974,0.0009400361,0.002034195,0.0003037152,0.0003373548,0.02946275],"category_scores_gemma":[0.0002860632,0.0001517243,0.0001719261,0.002808925,0.0005512142,0.001364791,0.001202187,0.0007778718,0.00340783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001752766,"about_ca_system_score_gemma":0.002451564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02214758,"about_ca_topic_score_gemma":0.06000728,"domain_scores_codex":[0.9999646,0.000007550283,0.00000232227,0.000005838954,0.00001235502,0.000007302773],"domain_scores_gemma":[0.9999344,0.00001687257,0.000006591628,0.000007022381,0.00002177634,0.00001334852],"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":[0.00001358424,0.00002238228,0.001064359,0.0002820967,0.000007579481,0.0001718304,0.002922531,0.001488882,0.0002225142,0.1588347,0.5399063,0.2950633],"study_design_scores_gemma":[8.90281e-7,0.000005268514,0.0009420268,0.0001667012,0.000003447336,0.00005176883,0.0009128905,0.0001799718,0.00005692237,0.01043482,0.9872425,0.000002783926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00629604,0.1196256,0.002199153,0.01112046,0.004565943,0.00003176923,0.0005888992,0.0001961976,0.8553759],"genre_scores_gemma":[0.04783514,0.08784927,0.001496724,0.001176505,0.001344219,0.00005495616,0.0005555078,0.0001896515,0.859498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02946275,"threshold_uncertainty_score":0.09856272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136376105","doi":"10.1007/978-3-030-66073-4_17","title":"After/Lives: Insights from the COVID-19 Pandemic for Gay Neighborhoods","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Grassroots; Pandemic; Globe; Coronavirus disease 2019 (COVID-19); Political science; Face (sociological concept); Sociology; Population; Geography; Public relations; Psychology; Politics; Social science; Law; Medicine","authors":[{"name":"Sam Miles","is_ca":false},{"name":"Jack Coffin","is_ca":false},{"name":"Amin Ghaziani","is_ca":true},{"name":"Daniel Baldwin Hess","is_ca":false},{"name":"Alex Bitterman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05124113363305313,"gpt":0.3001691607658509,"spread":0.2489280271327978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00331175,0.0008714977,0.0006844195,0.001395431,0.01827528,0.01061163,0.001770297,0.003240223,0.00667633],"category_scores_gemma":[0.003803565,0.0004611735,0.0005745789,0.00159676,0.01036429,0.007723455,0.008470128,0.007202866,0.0008824121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005082944,"about_ca_system_score_gemma":0.002880252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719678,"about_ca_topic_score_gemma":0.06024686,"domain_scores_codex":[0.9971456,0.002121073,0.00003889724,0.0001173436,0.0002219203,0.0003552118],"domain_scores_gemma":[0.9974171,0.001661976,0.0001221104,0.00009524755,0.0001631934,0.0005402562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001888099,0.00004511438,0.0009067156,0.00009894188,0.000003755548,0.00132062,0.9726926,0.00006776928,0.0001728451,0.01299684,0.006881595,0.004794273],"study_design_scores_gemma":[0.000001410723,0.00001879782,0.0006286533,0.0001298596,0.000002510584,0.000173649,0.9542372,0.00005383368,0.00005629355,0.001519521,0.04317064,0.000007644164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7490891,0.009595816,0.003818172,0.04775297,0.001731082,0.0002314753,0.0005537262,0.0001318328,0.1870959],"genre_scores_gemma":[0.9474058,0.007850041,0.002137172,0.005211959,0.0003230366,0.0001680306,0.0002424463,0.0002252386,0.03643632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01827528,"threshold_uncertainty_score":0.03687954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379177110","doi":"10.1007/978-3-031-31746-0_5","title":"The Platformization of Public Participation: Considerations for Urban Planners Navigating New Engagement Tools","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; Toronto Metropolitan University","funders":"","keywords":"Public participation; Public relations; Obligation; Work (physics); Public engagement; Urbanism; Political science; Process (computing); Urban planning; Sociology; Public administration; Engineering; Architecture; Geography; Computer science; Civil engineering","authors":[{"name":"Pamela Robinson","is_ca":true},{"name":"Peter A. Johnson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1378719710700227,"gpt":0.3190706941832388,"spread":0.1811987231132161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004202208,0.0006782021,0.0004687372,0.001238278,0.006445259,0.02593505,0.001870926,0.003677165,0.03973946],"category_scores_gemma":[0.007708001,0.0004512581,0.0004571372,0.002549434,0.008709589,0.0224028,0.01341897,0.005907125,0.004710053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004619138,"about_ca_system_score_gemma":0.01009898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00854139,"about_ca_topic_score_gemma":0.01944747,"domain_scores_codex":[0.9969536,0.001682834,0.00005915423,0.0001605815,0.0006729012,0.0004708792],"domain_scores_gemma":[0.997187,0.001632542,0.00009937321,0.000218762,0.0003521744,0.0005101255],"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":[0.000008634373,0.00002443201,0.0001081442,0.00004923217,0.000001907833,0.0000662945,0.006016849,0.0004263941,0.0000994006,0.9423465,0.02517376,0.02567851],"study_design_scores_gemma":[0.000005672539,0.00002418626,0.0002417148,0.0003019467,0.000004439216,0.000119527,0.02392075,0.0009522997,0.0001790855,0.353073,0.621162,0.000015449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004951674,0.002066512,0.0195774,0.0375271,0.001061733,0.00006666993,0.00005193973,0.0001481382,0.9345489],"genre_scores_gemma":[0.4160636,0.01037919,0.02464988,0.007929205,0.00121979,0.0008394472,0.0002811498,0.000870913,0.5377668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03973946,"threshold_uncertainty_score":0.1329417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3138650881","doi":"10.1007/978-3-030-66073-4_5","title":"The Rainbow Connection: A Time-Series Study of Rainbow Flag Display Across Nine Toronto Neighborhoods","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Rainbow; Pride; Flag (linear algebra); FLAGS register; Motif (music); Geography; Gender studies; Cartography; Sociology; Political science; Art; Aesthetics; Computer science","authors":[{"name":"Alex Bitterman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01425096169102241,"gpt":0.2788925448678257,"spread":0.2646415831768033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005494553,0.0002343636,0.0003226511,0.001158193,0.002383624,0.001593651,0.0007980388,0.0004650614,0.002660389],"category_scores_gemma":[0.002723109,0.0002570853,0.0003663343,0.003825328,0.0006464491,0.0006923721,0.001389191,0.0007478441,0.000293777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178041,"about_ca_system_score_gemma":0.007133239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.94231,"about_ca_topic_score_gemma":0.9777471,"domain_scores_codex":[0.9994049,0.0000962762,0.00004397533,0.0001005851,0.0001838879,0.0001704434],"domain_scores_gemma":[0.9975036,0.0002094956,0.0006670834,0.0001317933,0.000789488,0.0006985792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006197929,0.00004305325,0.980491,0.00003161508,0.00003297615,0.0001626239,0.01435385,0.00009195087,0.0002453818,0.0001798771,0.001231716,0.003074002],"study_design_scores_gemma":[9.845235e-7,0.00001670041,0.9838282,0.00001554423,0.000006876428,0.00001240661,0.01535243,0.0001560667,0.00002339865,0.00001106653,0.0005709174,0.000005394283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971482,0.000106164,0.00008283678,0.0001440606,0.000008199958,0.00002902708,0.001583094,0.000003555907,0.0008948019],"genre_scores_gemma":[0.9973308,0.0001465285,0.0001100844,0.00002736613,0.000004716673,0.00003339575,0.001268616,0.000003640868,0.001074869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05768996,"threshold_uncertainty_score":0.1160594,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379165231","doi":"10.1007/978-3-031-31746-0","title":"Intelligence for Future Cities","year":2023,"lang":"en","type":"book","venue":"The urban book series","topic":"Smart Cities and Technologies","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":"McGill University","funders":"","keywords":"Geography","authors":[{"name":"Robert Goodspeed","is_ca":false},{"name":"Raja Sengupta","is_ca":true},{"name":"Marketta Kyttä","is_ca":false},{"name":"Christopher Pettit","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01464217046340232,"gpt":0.1992862389087862,"spread":0.1846440684453839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002649846,0.001148611,0.0004573155,0.001403977,0.001971873,0.006338901,0.0005266141,0.001522208,0.09057651],"category_scores_gemma":[0.0006557857,0.0004404937,0.0003443911,0.002201449,0.0009427089,0.004989688,0.002211597,0.002932067,0.06017892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002287256,"about_ca_system_score_gemma":0.00248421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01263361,"about_ca_topic_score_gemma":0.04038277,"domain_scores_codex":[0.9997608,0.00003394728,0.000006648542,0.00003148029,0.0001335741,0.00003348753],"domain_scores_gemma":[0.9998472,0.00002301708,0.00001040829,0.00002717629,0.00006184996,0.00003035393],"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":[0.000003764769,0.000009163413,0.00004988577,0.00004025301,0.000002043982,0.00002055864,0.0001469329,0.0001267356,0.00006060867,0.07115037,0.8802127,0.04817707],"study_design_scores_gemma":[7.770547e-7,0.000001217026,0.00006187527,0.00003887258,7.988872e-7,0.00001212837,0.00007185834,0.00005875465,0.00001610842,0.007222364,0.9925138,0.000001498362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001593347,0.008431903,0.00107797,0.003780645,0.001828836,0.00001813784,0.0001543551,0.000166928,0.9843817],"genre_scores_gemma":[0.001924936,0.006343632,0.0006445269,0.001334682,0.0003453545,0.00002082335,0.0002254567,0.000094801,0.9890658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09057651,"threshold_uncertainty_score":0.3030086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3148704266","doi":"10.1007/978-3-030-64569-4_18","title":"Growing Income Inequality and Socioeconomic Segregation in the Chicago Region","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Conference Board of Canada","funders":"","keywords":"Socioeconomic status; Economic inequality; Gini coefficient; Census; Geography; Inequality; Real estate; Demographic economics; Ethnic group; Median income; Tourism; Development economics; Economic geography; Economics; Political science; Demography; Sociology; Population","authors":[{"name":"Janet L. Smith","is_ca":false},{"name":"Zafer Sönmez","is_ca":true},{"name":"Nicholas Zettel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02892622210090677,"gpt":0.2528655872474727,"spread":0.223939365146566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001313633,0.0001828339,0.00009209193,0.001086657,0.0006888539,0.00214134,0.0002087756,0.0002051129,0.01245874],"category_scores_gemma":[0.0003742119,0.00006959859,0.0000958341,0.002357838,0.0005221785,0.0007963375,0.0008943872,0.0004904397,0.001088517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161325,"about_ca_system_score_gemma":0.0008780998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01866819,"about_ca_topic_score_gemma":0.0501745,"domain_scores_codex":[0.9998714,0.00003414462,0.000002985357,0.00001495862,0.00005397008,0.0000225719],"domain_scores_gemma":[0.9998657,0.00003739953,0.00002308051,0.00000513305,0.00003404036,0.00003460062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004027699,0.00008767354,0.0672657,0.0003927041,0.00002796862,0.0006027113,0.02140223,0.001605611,0.000480922,0.1155227,0.4278487,0.3647229],"study_design_scores_gemma":[0.000004866989,0.00003536097,0.1844975,0.001190472,0.00001611855,0.0003836065,0.02133021,0.001074792,0.0003468267,0.01917448,0.771916,0.00002972432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2187879,0.06935052,0.001003513,0.01598058,0.0009617279,0.00002999789,0.001514671,0.0001314904,0.6922395],"genre_scores_gemma":[0.8395029,0.05418501,0.001364879,0.001544388,0.0008273932,0.00005625995,0.001988075,0.00009097312,0.1004401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01866819,"threshold_uncertainty_score":0.04167867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237483712","doi":"10.1007/978-981-15-8983-6_47","title":"Transportation Modeling","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scheduling (production processes); Intelligent transportation system; Informatics; Transport engineering; Engineering","authors":[{"name":"Eric J. Miller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01591893372341512,"gpt":0.1920628035076362,"spread":0.1761438697842211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004179275,0.0008798728,0.0006061933,0.0009265972,0.0007402446,0.002859612,0.001477838,0.001245171,0.05351429],"category_scores_gemma":[0.001402757,0.0003348367,0.001118534,0.001816015,0.0003987432,0.001606637,0.001221068,0.001131875,0.01327612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208486,"about_ca_system_score_gemma":0.002070497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02553367,"about_ca_topic_score_gemma":0.01461006,"domain_scores_codex":[0.9995843,0.0001211219,0.00002060285,0.000112633,0.0001232303,0.00003816871],"domain_scores_gemma":[0.9996417,0.0001021603,0.00002447984,0.00006155746,0.0001466702,0.00002344176],"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":[0.00002362579,0.00004243158,0.001204304,0.0001735294,0.00005371123,0.0001435541,0.000128776,0.396159,0.0003382962,0.4151323,0.09791546,0.08868512],"study_design_scores_gemma":[0.00001203023,0.00002012683,0.0005085512,0.0001462677,0.00001849405,0.00008509521,0.000132926,0.4599088,0.0002532083,0.1548289,0.3840614,0.00002413336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007654024,0.004691778,0.4348715,0.00695236,0.001543248,0.0002689257,0.01299399,0.002177525,0.5288467],"genre_scores_gemma":[0.2697018,0.01060232,0.1005487,0.001079974,0.0007863605,0.0007236401,0.02275795,0.001050137,0.5927492],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05351429,"threshold_uncertainty_score":0.1790231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382025870","doi":"10.1007/978-3-031-35368-0","title":"Fundamentals of Innovative Sustainable Homes Design and Construction","year":2023,"lang":"en","type":"book","venue":"The urban book series","topic":"Architecture and Computational Design","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Architectural engineering; Engineering ethics; Construction engineering; Engineering; Management science; Sociology; Computer science","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008918692888607355,"gpt":0.1914371714054165,"spread":0.1825184785168091,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002178182,0.0007119278,0.0004565952,0.0008453675,0.0007395947,0.003025577,0.0009566602,0.0009932682,0.04292547],"category_scores_gemma":[0.0003417838,0.0004360637,0.0003419891,0.001178399,0.001291761,0.001726784,0.001042977,0.001451459,0.01220813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130238,"about_ca_system_score_gemma":0.001010539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514571,"about_ca_topic_score_gemma":0.009071127,"domain_scores_codex":[0.9998052,0.00003081627,0.000006064757,0.0000194639,0.0001203963,0.00001818019],"domain_scores_gemma":[0.9999123,0.00002821746,0.00000444953,0.00001387787,0.00003184572,0.000009398389],"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":[0.000005056991,0.00002516768,0.00008631862,0.0001674583,0.000004200221,0.00005661518,0.0003064218,0.003667933,0.0007774995,0.7143847,0.1301775,0.150341],"study_design_scores_gemma":[0.000001494299,0.000006620797,0.0001403489,0.0001141547,0.000001823009,0.0001034465,0.0001296397,0.002187773,0.0002510291,0.0981967,0.8988606,0.000006354134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006002008,0.01240781,0.04665611,0.001150538,0.0007912096,0.00003093359,0.00008993054,0.0002342646,0.938039],"genre_scores_gemma":[0.02152088,0.02194586,0.04106041,0.0003865855,0.0004138166,0.00009188868,0.0001830617,0.0002254181,0.9141722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04292547,"threshold_uncertainty_score":0.1436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2757233786","doi":"10.1007/978-3-319-65003-6_14","title":"Multilevel Governance and Innovations in the Financing of Urban Climate Change Strategies","year":2017,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Local Government Finance and Decentralization","field":"Social Sciences","cited_by":5,"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":"Climate change; Decentralization; Corporate governance; Climate Finance; Finance; Business; Political economy of climate change; Revenue; Climate change mitigation; Multi-level governance; Political science","authors":[{"name":"Jacqueline Peterson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04101519628101279,"gpt":0.2728194552195929,"spread":0.2318042589385801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009315104,0.0002977733,0.0002829482,0.0006210994,0.0007243286,0.004343312,0.0005437642,0.001224141,0.0131427],"category_scores_gemma":[0.003368247,0.0001759522,0.0002560296,0.002013103,0.002505027,0.00292391,0.001843887,0.00246188,0.0008158078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006447418,"about_ca_system_score_gemma":0.005332469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005614577,"about_ca_topic_score_gemma":0.01260558,"domain_scores_codex":[0.9993893,0.0002518927,0.00001511807,0.000052935,0.0001746924,0.0001160896],"domain_scores_gemma":[0.9990926,0.000528899,0.00009046316,0.00008711089,0.000104298,0.00009656127],"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":[0.000004777871,0.00001569909,0.0002378713,0.0000303382,0.000004353202,0.000006857875,0.0001583568,0.002832953,0.00003564242,0.9581414,0.01422806,0.02430369],"study_design_scores_gemma":[0.00001169744,0.00001677886,0.001706433,0.0001734762,0.00000749203,0.00001315635,0.0003109957,0.004951064,0.0001508444,0.7805462,0.2121043,0.000007550647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02846166,0.02211153,0.0296012,0.05702562,0.0008757974,0.00009097099,0.0002068324,0.0001724572,0.861454],"genre_scores_gemma":[0.7266119,0.02706027,0.007247079,0.002450346,0.001580634,0.0001902261,0.0001978103,0.0001201609,0.2345417],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0131427,"threshold_uncertainty_score":0.04677951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3150719994","doi":"10.1007/978-981-15-8983-6_22","title":"Airborne LiDAR for Detection and Characterization of Urban Objects and Traffic Dynamics","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Key Research and Development Program of China; Elitenetzwerk Bayern; Hong Kong Polytechnic University; National Natural Science Foundation of China","keywords":"Lidar; Computer science; Point cloud; Artificial intelligence; Remote sensing; Computer vision; Pixel; Raster graphics; Land cover; Pattern recognition (psychology); Geography; Land use","authors":[{"name":"Wei Yao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005946561869549162,"gpt":0.1796761075135191,"spread":0.1737295456439699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002148036,0.0005205964,0.0003549632,0.001080024,0.0002283231,0.0005018191,0.0005591864,0.0003770794,0.001239695],"category_scores_gemma":[0.0003752615,0.0001896044,0.0003480165,0.0009779582,0.0001429783,0.0004965601,0.0004068445,0.0003422313,0.0007097539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222801,"about_ca_system_score_gemma":0.00035166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00423929,"about_ca_topic_score_gemma":0.0054451,"domain_scores_codex":[0.9997092,0.00003514902,0.000009030959,0.00007348412,0.0001383438,0.00003470502],"domain_scores_gemma":[0.9998387,0.00003048097,0.00002064173,0.00002253101,0.00008052745,0.000007005756],"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":[0.0001687484,0.0002496189,0.01303081,0.0002194209,0.00006728448,0.0001936608,0.0001315878,0.06115911,0.1923226,0.002519778,0.003656697,0.7262807],"study_design_scores_gemma":[0.00001283833,0.0001159636,0.01101003,0.00002734263,0.00003323137,0.0001935924,0.0001421932,0.9241129,0.05685058,0.001166001,0.006316481,0.0000188759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.303354,0.0008235425,0.6849236,0.0001165218,0.00006534444,0.0001740142,0.001151315,0.003511614,0.005880041],"genre_scores_gemma":[0.7109452,0.000398566,0.2850168,0.00005114342,0.00003624073,0.00009457211,0.001516922,0.00006664065,0.001873957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00423929,"threshold_uncertainty_score":0.008429229,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379165195","doi":"10.1007/978-3-031-31746-0_8","title":"Disclosing the Impact of Micro-level Environmental Characteristics on Dockless Bikeshare Trip Volume: A Case Study of Ithaca","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":5,"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":"Cycling; Built environment; Macro; Macro level; Micro level; Environmental impact assessment; Volume (thermodynamics); Geography; Computer science; Transport engineering; Engineering; Civil engineering; Forestry; Political science; Economic impact analysis","authors":[{"name":"Qiwei Song","is_ca":true},{"name":"Wenjing Li","is_ca":false},{"name":"Jintai Li","is_ca":false},{"name":"Xinran Wei","is_ca":false},{"name":"Waishan Qiu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04731296517550398,"gpt":0.289290213139432,"spread":0.2419772479639281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007401445,0.0002370463,0.0001844784,0.0006711496,0.004432195,0.004441747,0.00135157,0.001542404,0.01846845],"category_scores_gemma":[0.00399904,0.0002198167,0.0001866181,0.001485907,0.001197263,0.002499758,0.002519567,0.001293487,0.001327644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003172119,"about_ca_system_score_gemma":0.002794116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09756556,"about_ca_topic_score_gemma":0.2930131,"domain_scores_codex":[0.9994581,0.0002229915,0.00002333838,0.00005409434,0.0001459191,0.00009544173],"domain_scores_gemma":[0.9979568,0.001221263,0.0002914553,0.000192713,0.0001873122,0.0001504731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003560597,0.001591056,0.2964862,0.000494906,0.0000783433,0.037051,0.3056675,0.003347768,0.005777773,0.03197062,0.07212943,0.2450494],"study_design_scores_gemma":[0.00001916594,0.0006317231,0.2953726,0.0005293114,0.00007320177,0.005541889,0.5066291,0.003988564,0.002973168,0.003408448,0.1807094,0.0001234124],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8698774,0.0004381944,0.0006497045,0.002112032,0.00004583647,0.00008085676,0.0007628425,0.00004638548,0.1259867],"genre_scores_gemma":[0.9512208,0.0006488534,0.0007089804,0.0001429785,0.00001566558,0.00005714314,0.0002788029,0.00002281428,0.04690398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09756556,"threshold_uncertainty_score":0.1939954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136613968","doi":"10.1007/978-3-030-66073-4_13","title":"Far Beyond the Gay Village: LGBTQ Urbanism and Generation in Montréal’s Mile End","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University; John Abbott College","funders":"Concordia University","keywords":"Queer; Gender studies; Neighbourhood (mathematics); Racialization; Sociology; Gentrification; Urbanism; Inner city; Geography; Race (biology); Socioeconomics; Economic growth; Archaeology","authors":[{"name":"Julie A. Podmore","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02094084406280532,"gpt":0.2265487113055451,"spread":0.2056078672427398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005212288,0.0002153544,0.000110679,0.0005468899,0.008125681,0.004421541,0.0008375811,0.0005678745,0.01007636],"category_scores_gemma":[0.0006764911,0.0001349751,0.0001255258,0.001216915,0.006536815,0.001283719,0.001801505,0.0009159807,0.0002725948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01829441,"about_ca_system_score_gemma":0.008799626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7278839,"about_ca_topic_score_gemma":0.913798,"domain_scores_codex":[0.9996476,0.0001700112,0.000002781633,0.00002589121,0.00005993776,0.00009373711],"domain_scores_gemma":[0.999698,0.0001146732,0.00002571602,0.00001626893,0.00004502168,0.000100288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002493125,0.00004380397,0.01020934,0.00007834331,0.000004361441,0.001223604,0.6792566,0.0003352811,0.0004637628,0.2157982,0.05505634,0.03750537],"study_design_scores_gemma":[0.000005320975,0.00002165917,0.02049872,0.0001444706,0.000005002084,0.0002374698,0.4913963,0.0002367254,0.0002465123,0.004852597,0.4823335,0.00002177868],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.524635,0.005580971,0.001166343,0.02193,0.0002656333,0.00008791973,0.0003061134,0.00007875627,0.4459493],"genre_scores_gemma":[0.9251442,0.001738781,0.0003010346,0.0007216454,0.00003285632,0.00002998912,0.00005868298,0.00003061404,0.07194215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2721161,"threshold_uncertainty_score":0.5474372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388732065","doi":"10.1007/978-3-031-45308-3_6","title":"Temporary Urbanism in Pandemic Times—Disruption and Continuity of Public Action in Montreal","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Urbanism; Software deployment; Action (physics); Political science; Collective action; Public space; Public administration; Geography; Engineering; Politics; Architectural engineering; Architecture; Law","authors":[{"name":"Florence Paulhiac Scherrer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06494905205558166,"gpt":0.2688195583051124,"spread":0.2038705062495308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004140678,0.00033318,0.0001103766,0.0006345054,0.006582238,0.004280333,0.001306425,0.00118938,0.01204533],"category_scores_gemma":[0.0008770904,0.000173267,0.0001626531,0.001461824,0.007237254,0.00143886,0.001529537,0.001224748,0.000532599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06620213,"about_ca_system_score_gemma":0.02653195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9232568,"about_ca_topic_score_gemma":0.9579043,"domain_scores_codex":[0.9996665,0.00008142232,0.000003843139,0.00003688061,0.00008073209,0.0001307429],"domain_scores_gemma":[0.9997343,0.0000808159,0.00002353715,0.0000164694,0.0000595179,0.00008541993],"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":[0.00002362783,0.00002199175,0.001783398,0.0001161676,0.000005999899,0.0006244858,0.06130864,0.001573291,0.0005359183,0.7351692,0.1622306,0.03660671],"study_design_scores_gemma":[0.000005565154,0.00001506533,0.007137378,0.0001227514,0.000005143172,0.00009500358,0.02528761,0.0006238183,0.0002414046,0.008666788,0.957774,0.00002549986],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08499267,0.01264339,0.001623465,0.03170874,0.0007507322,0.00007181999,0.0005156382,0.0001834953,0.8675101],"genre_scores_gemma":[0.7355418,0.005561142,0.0007619256,0.001549617,0.0001764964,0.00005139121,0.0001906362,0.00008100656,0.2560859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07674319,"threshold_uncertainty_score":0.4803323,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292491500","doi":"10.1007/978-3-031-06550-7_10","title":"Complementing or Conflicting Rationalities? How Self-Production Practices in Collective Spaces Can Shape Urban Planning: Insights from Maputo City","year":2022,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade de Lisboa; Universiteit Utrecht; Federation for the Humanities and Social Sciences","keywords":"Corporate governance; Praxis; Legitimacy; Urban planning; Political science; Space (punctuation); Democracy; Sociology; Public administration; Public relations; Politics; Engineering; Management; Economics; Civil engineering","authors":[{"name":"Milousa António","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1086573078449802,"gpt":0.3072533191427487,"spread":0.1985960112977685,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001387608,0.0004325216,0.0003100014,0.0008127724,0.009818926,0.007996841,0.001076782,0.001221505,0.004873091],"category_scores_gemma":[0.001189619,0.0002696012,0.0001579586,0.001700841,0.01716661,0.004635008,0.00370982,0.001909627,0.0003662446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008374421,"about_ca_system_score_gemma":0.003018918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787956,"about_ca_topic_score_gemma":0.06043024,"domain_scores_codex":[0.9990401,0.0006691003,0.00000934734,0.00006353392,0.0001106544,0.0001073706],"domain_scores_gemma":[0.9993562,0.0004238264,0.00005985894,0.00004228917,0.00003815254,0.00007980473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001249296,0.00002145039,0.001013169,0.0001015125,0.000003007253,0.001059102,0.6001347,0.0002510775,0.0001915967,0.3815301,0.004768592,0.01091309],"study_design_scores_gemma":[0.000006224408,0.0000198781,0.00381516,0.0003183407,0.00000772564,0.0003317694,0.6621633,0.0006309021,0.0002230558,0.06403188,0.2684341,0.00001769159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3900847,0.007188092,0.003425674,0.01773553,0.0001850213,0.00007395131,0.00005477747,0.00003266654,0.5812195],"genre_scores_gemma":[0.965972,0.001364385,0.0007356345,0.0002610674,0.00002937695,0.00003532659,0.00001675578,0.0000242813,0.03156121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01787956,"threshold_uncertainty_score":0.06076097,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042959","doi":"10.1007/978-3-031-35368-0_9","title":"Energy Efficient Dwellings","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Landscaping; Zero-energy building; Architectural engineering; Renewable energy; Efficient energy use; Energy consumption; Environmental economics; Consumption (sociology); Engineering; Civil engineering; Economics","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007973600565629627,"gpt":0.1608974681226121,"spread":0.1529238675569825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008383592,0.0005833627,0.0002892668,0.0005160389,0.00064198,0.00151352,0.0004799037,0.0004237835,0.1008196],"category_scores_gemma":[0.0001719433,0.0002519284,0.0002495459,0.001120341,0.0002382678,0.0009366076,0.000963669,0.0008065807,0.03029141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005645378,"about_ca_system_score_gemma":0.0005369687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503036,"about_ca_topic_score_gemma":0.01992168,"domain_scores_codex":[0.999904,0.000009231098,0.000002658191,0.00001506499,0.00005313706,0.00001591212],"domain_scores_gemma":[0.9999622,0.000004437501,0.000002176389,0.000009166916,0.00001620156,0.000005785683],"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":[0.00002084334,0.00006531623,0.0003279951,0.0001683385,0.000007027033,0.00005344048,0.0002514809,0.002089111,0.001344952,0.1029948,0.4081275,0.4845492],"study_design_scores_gemma":[8.398737e-7,0.000009412992,0.0006123296,0.00005492322,0.00000231534,0.00004241269,0.0001185697,0.0003354541,0.0002530932,0.005942406,0.9926248,0.000003293543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002344765,0.005983166,0.008182027,0.0005980074,0.0007015185,0.00002956176,0.0004686881,0.0002869445,0.9814054],"genre_scores_gemma":[0.009516111,0.003210484,0.002206251,0.0001672322,0.00006719123,0.00001831312,0.0002631895,0.0001021046,0.9844491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1008196,"threshold_uncertainty_score":0.337275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2757242301","doi":"10.1007/978-3-319-65003-6_16","title":"Beyond “The Business Case”: The Emerging Role of Entrepreneurs in the Multilevel Governance of Urban Decarbonization in Canada","year":2017,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Waterloo","funders":"","keywords":"Political science; Negotiation; Corporate governance; Business; Futures contract; Sustainability; Public relations","authors":[{"name":"Scott Morton Ninomiya","is_ca":true},{"name":"Sarah Burch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008384052032288003,"gpt":0.1880545299157736,"spread":0.1796704778834856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001087421,0.0004130646,0.0004212437,0.001064421,0.01578626,0.01655437,0.001784894,0.002667252,0.01052114],"category_scores_gemma":[0.003127163,0.0003431493,0.0003843677,0.004303103,0.01363176,0.004244011,0.003348189,0.004300494,0.0004662148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.108713,"about_ca_system_score_gemma":0.2132487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.99005,"about_ca_topic_score_gemma":0.9970034,"domain_scores_codex":[0.9982816,0.000209396,0.00001849823,0.0001583541,0.0005446641,0.0007875201],"domain_scores_gemma":[0.9984989,0.0003106462,0.00005635441,0.00007639112,0.0004675139,0.0005902415],"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":[0.00001439559,0.00002160478,0.002872984,0.00005341302,0.00001046611,0.0002302937,0.01370852,0.0009976949,0.000122434,0.8757794,0.0785715,0.0276173],"study_design_scores_gemma":[0.00000971524,0.00001218329,0.01040523,0.0003161312,0.00002163959,0.0001019236,0.03561232,0.002533837,0.0002032764,0.1329606,0.8177688,0.00005436054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06744498,0.01376452,0.004437166,0.1064763,0.001231473,0.00007345119,0.0003081345,0.00009711595,0.8061669],"genre_scores_gemma":[0.7825109,0.01043497,0.001821884,0.004862315,0.0002013365,0.00004243338,0.0001380622,0.0001257345,0.1998625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.108713,"threshold_uncertainty_score":0.7887719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2908029877","doi":"10.1007/978-3-319-98968-6_2","title":"Bridging Systems and People-Centred Approaches in Urban Vulnerability Research: Insights for Resilience from Dawei, Myanmar","year":2019,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Vulnerability (computing); Livelihood; Context (archaeology); Psychological resilience; Politics; Geography; Sociology; Political science; Social psychology; Psychology","authors":[{"name":"Taylor Martin","is_ca":true},{"name":"Melissa Marschke","is_ca":true},{"name":"Saw Win","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2423459062528145,"gpt":0.3138707198097183,"spread":0.0715248135569038,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007298875,0.0004236904,0.00031129,0.0007631824,0.002767925,0.002471292,0.0004806032,0.000489316,0.005254366],"category_scores_gemma":[0.0008929648,0.0002250004,0.0001883709,0.00230644,0.002879139,0.002162437,0.002512835,0.001497499,0.0003782991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004613473,"about_ca_system_score_gemma":0.005026138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02071789,"about_ca_topic_score_gemma":0.08690047,"domain_scores_codex":[0.9997968,0.00008943352,0.000006847183,0.00002678677,0.00002603279,0.00005419169],"domain_scores_gemma":[0.9997739,0.0001417762,0.00002395798,0.0000175371,0.00001980066,0.00002308125],"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":[0.00003046551,0.00004498467,0.003017488,0.0005836149,0.00002251917,0.0006036731,0.08501835,0.0009387693,0.0009886783,0.7199934,0.02650074,0.1622574],"study_design_scores_gemma":[0.00000459321,0.0000685199,0.0149148,0.0009552215,0.00002944673,0.0004913952,0.06021572,0.0006169783,0.0004211577,0.1078863,0.8143712,0.00002462288],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1347193,0.07260465,0.009038666,0.03841509,0.0008273557,0.0001384285,0.0003548256,0.00009012091,0.7438115],"genre_scores_gemma":[0.8054706,0.04390192,0.007173355,0.001944526,0.0001835349,0.0002798299,0.0002060994,0.0001053953,0.1407346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02071789,"threshold_uncertainty_score":0.04119462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382043094","doi":"10.1007/978-3-031-35368-0_14","title":"Working from Home and in Common","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Flexibility (engineering); Residence; Work (physics); Isolation (microbiology); Sustainability; Productivity; Coronavirus disease 2019 (COVID-19); Engineering; Architectural engineering; Sociology; Economic growth; Economics; Management; Medicine; Mechanical engineering","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02668947011266036,"gpt":0.2424852596866789,"spread":0.2157957895740186,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005699855,0.000832883,0.0007739648,0.001093334,0.00678245,0.008485793,0.001369805,0.001592573,0.06486587],"category_scores_gemma":[0.001259181,0.0003798278,0.0004808997,0.002058745,0.004758597,0.007974841,0.006228427,0.003783717,0.01816658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874002,"about_ca_system_score_gemma":0.004994307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02029026,"about_ca_topic_score_gemma":0.06755893,"domain_scores_codex":[0.9995077,0.0001340119,0.00002289029,0.0000970101,0.0001036835,0.00013474],"domain_scores_gemma":[0.99964,0.00004475973,0.00002048368,0.00007858911,0.00007340101,0.0001427414],"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":[0.00003413511,0.0001127346,0.0009466954,0.0001501382,0.0000133762,0.0002795114,0.04296557,0.00008259929,0.0002907613,0.2736195,0.5141538,0.1673512],"study_design_scores_gemma":[0.000001722142,0.00001387927,0.0005046971,0.0001421556,0.000004133691,0.00007333841,0.01193195,0.0000142074,0.0000442565,0.007349532,0.9799157,0.000004474875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005028954,0.01233051,0.001357456,0.008788267,0.004469196,0.00003212172,0.0001353879,0.0001270534,0.9677311],"genre_scores_gemma":[0.03185045,0.008104279,0.0009284643,0.002687385,0.0007958658,0.00004579507,0.0001200665,0.0001429294,0.9553247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06486587,"threshold_uncertainty_score":0.216998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382725935","doi":"10.1007/978-3-031-29515-7_91","title":"Environmental Attributes for Healthcare Professional’s Well-Being","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Trois-Rivières; McGill University; Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Respite care; Health care; Thematic analysis; Nursing; Health professionals; Psychology; Set (abstract data type); Pandemic; Public relations; Coronavirus disease 2019 (COVID-19); Medicine; Qualitative research; Political science; Sociology; Computer science","authors":[{"name":"Zakia Hammouni","is_ca":true},{"name":"Walter Wittich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02094351564943539,"gpt":0.238972013890239,"spread":0.2180284982408036,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001618113,0.0001820232,0.00007974712,0.000403251,0.0006523684,0.002046965,0.0001656065,0.0002192839,0.01040206],"category_scores_gemma":[0.00035514,0.00004810434,0.00008378828,0.0007164277,0.0007589871,0.0006420454,0.000576507,0.0004488167,0.000824712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178364,"about_ca_system_score_gemma":0.0008855032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005537454,"about_ca_topic_score_gemma":0.01564753,"domain_scores_codex":[0.999889,0.00004007869,0.000002659592,0.00001102095,0.00004655301,0.00001062541],"domain_scores_gemma":[0.9998094,0.0001099244,0.00001379789,0.000006310708,0.00004049693,0.00002000561],"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":[0.00004101325,0.0001842922,0.01292881,0.0009270989,0.00001226979,0.000785496,0.07431544,0.001425021,0.002446654,0.2124738,0.2322539,0.4622062],"study_design_scores_gemma":[0.00000226887,0.00003729708,0.03001068,0.000594327,0.000005883688,0.000620314,0.0298034,0.0005234881,0.0007230986,0.01547102,0.9221914,0.0000167336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08722965,0.02345563,0.002514237,0.006118247,0.000631889,0.00005260469,0.0002931553,0.00007642143,0.8796281],"genre_scores_gemma":[0.7048312,0.02110872,0.003774062,0.001170721,0.000261366,0.00005331188,0.0003655122,0.00005257423,0.2683825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01040206,"threshold_uncertainty_score":0.03479832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042774","doi":"10.1007/978-3-031-35368-0_12","title":"Storing Stuff and Furnishing a Home","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Footprint; Business; Architectural engineering; Computer science; Engineering; Geography","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03466130485403068,"gpt":0.1939188429312178,"spread":0.1592575380771871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001862178,0.0006515408,0.0003193381,0.001162577,0.003706418,0.004049098,0.0007225396,0.000844255,0.0674877],"category_scores_gemma":[0.0004152897,0.000371099,0.0003273886,0.002219881,0.002044293,0.002258527,0.001377298,0.001349768,0.02162159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009492008,"about_ca_system_score_gemma":0.001533263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01598583,"about_ca_topic_score_gemma":0.05887787,"domain_scores_codex":[0.9998798,0.00002052601,0.000005004516,0.00001697672,0.00005512163,0.00002254357],"domain_scores_gemma":[0.9999123,0.00001841864,0.000003886194,0.00002580879,0.00002522408,0.00001425226],"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":[0.00004279617,0.00006795782,0.000552591,0.0001706428,0.000005829948,0.0003863528,0.005557927,0.0004761783,0.001536193,0.2679745,0.4121623,0.3110667],"study_design_scores_gemma":[0.000001162136,0.000008292101,0.0004318566,0.0001024849,0.000003216493,0.0001644355,0.001486371,0.00007264384,0.0003227274,0.008273121,0.9891282,0.000005511396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003049761,0.005080042,0.003435455,0.0009376472,0.0007732923,0.00002198296,0.0001565247,0.0002427353,0.9863024],"genre_scores_gemma":[0.0164195,0.00363209,0.003194686,0.0004510446,0.0001374327,0.000015676,0.0001770907,0.0002270156,0.9757453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0674877,"threshold_uncertainty_score":0.2257689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382025941","doi":"10.1007/978-3-031-35368-0_1","title":"Homes for Changing Times","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Sustainability; Leverage (statistics); Adaptation (eye); Green growth; Economic system; Environmental ethics; Sustainable development; Business; Environmental planning; Economics; Political science; Geography; Ecology; Computer science; Psychology","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02809410713839779,"gpt":0.1989463618659176,"spread":0.1708522547275198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004191332,0.0006961766,0.0003375827,0.0007406517,0.004912361,0.00616474,0.0006528019,0.001658035,0.1067978],"category_scores_gemma":[0.0007573796,0.0002610034,0.0002766333,0.001357267,0.002331623,0.004414246,0.003337879,0.003146811,0.03476994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002619792,"about_ca_system_score_gemma":0.00311893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594372,"about_ca_topic_score_gemma":0.08312185,"domain_scores_codex":[0.9996866,0.00008503807,0.000007099646,0.00004184421,0.0001039708,0.00007541698],"domain_scores_gemma":[0.9998525,0.00002530198,0.00000857,0.00002257615,0.0000388129,0.00005207954],"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":[0.0000108294,0.00002205086,0.0001280255,0.00006167761,0.000002155782,0.00006832534,0.003337389,0.00003813174,0.0000772686,0.1193413,0.7997297,0.07718308],"study_design_scores_gemma":[9.434158e-7,0.000002032247,0.0001149247,0.00004732821,7.447135e-7,0.00001993321,0.001381676,0.000006552315,0.00001681375,0.003009182,0.9953983,0.000001506831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007076003,0.01724343,0.0005168679,0.009491821,0.003138221,0.00002092892,0.0001008694,0.0001521062,0.9686281],"genre_scores_gemma":[0.008057262,0.007983955,0.0005996286,0.003762247,0.0003997448,0.00003419603,0.00008493733,0.0001209816,0.9789571],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1067978,"threshold_uncertainty_score":0.3572741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042729","doi":"10.1007/978-3-031-35368-0_8","title":"Green and Healthy Materials","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Sustainable Design and Development","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":"McGill University","funders":"","keywords":"Circular economy; Architectural engineering; Sustainable design; Natural resource; Engineering; Business; Environmental economics; Sustainability; Economics; Political science; Ecology","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01482215634791328,"gpt":0.1922705764945045,"spread":0.1774484201465912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002735028,0.0009090547,0.0003182728,0.001257558,0.002315774,0.004213429,0.0005789886,0.001756793,0.09033848],"category_scores_gemma":[0.0005068173,0.0003021104,0.0002644836,0.001227143,0.001648269,0.002522002,0.001956577,0.002346223,0.03813751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653518,"about_ca_system_score_gemma":0.001723985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005004373,"about_ca_topic_score_gemma":0.02994469,"domain_scores_codex":[0.9997243,0.00005357137,0.000005659562,0.00003560644,0.0001458389,0.00003506143],"domain_scores_gemma":[0.9998999,0.00002413663,0.000005308318,0.00001758069,0.000035184,0.00001793576],"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":[0.000009139184,0.00003679854,0.00006413894,0.0001111972,0.000002166513,0.00004475314,0.0006679595,0.0001299947,0.0003103322,0.2270498,0.6619602,0.1096134],"study_design_scores_gemma":[6.008794e-7,0.000002760086,0.00008130356,0.0000581876,6.776951e-7,0.00002267236,0.0001972784,0.0000293849,0.00007141876,0.01415768,0.9853762,0.000001889598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000293133,0.006131641,0.0009837354,0.002213786,0.001390003,0.00001904157,0.00004901772,0.00006380185,0.9888558],"genre_scores_gemma":[0.001718746,0.002287,0.0003667572,0.0009076425,0.000125576,0.00001313403,0.0000277261,0.00005317639,0.9945003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09033848,"threshold_uncertainty_score":0.3022124,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3201271329","doi":"10.1007/978-3-030-77356-4_2","title":"Thinking About Post-disaster Reconstruction in Europe: Functionalist and Identity Approaches","year":2021,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Identity (music); History; Geography; World War II; Political science; Archaeology; Aesthetics; Art","authors":[{"name":"Francesca Fiaschi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08826748237415936,"gpt":0.2040231743475572,"spread":0.1157556919733978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003403761,0.0009011217,0.0005006877,0.002279706,0.006156244,0.01353352,0.001670023,0.003826406,0.00541034],"category_scores_gemma":[0.001929359,0.0002453915,0.000488049,0.003584214,0.02311832,0.009100422,0.003987211,0.003504111,0.0003688596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005437666,"about_ca_system_score_gemma":0.004887015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008181078,"about_ca_topic_score_gemma":0.01243279,"domain_scores_codex":[0.9986869,0.0006733637,0.0000319663,0.0001077322,0.0001364764,0.0003636055],"domain_scores_gemma":[0.9995497,0.0002336035,0.00004243085,0.00004050294,0.00005294926,0.00008089474],"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":[0.000008281939,0.00001440974,0.0001445586,0.00003562447,0.000005871632,0.0001028682,0.009231158,0.0003042479,0.00002722537,0.9649758,0.007098801,0.01805124],"study_design_scores_gemma":[0.000006674959,0.00003084904,0.001695058,0.0007213629,0.00001320905,0.0003429927,0.04501,0.0003110848,0.0001643573,0.4780774,0.4736089,0.00001819864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03227561,0.06317232,0.01366522,0.03463739,0.002787134,0.00002532674,0.00003852439,0.0000460935,0.8533524],"genre_scores_gemma":[0.8261431,0.03592667,0.005405803,0.00900965,0.001163199,0.00006509154,0.0001138548,0.0001527914,0.1220199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01353352,"threshold_uncertainty_score":0.03945327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803874260","doi":"10.1007/978-3-319-77709-2_10","title":"Leading the Green Transition?","year":2018,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Land Use and Ecosystem Services","field":"Environmental Science","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":"Green building; Transition (genetics); Architectural engineering; Economic geography; Regional science; Political science; Business; Engineering; Geography; Civil engineering","authors":[{"name":"Julia Affolderbach","is_ca":false},{"name":"Christian Schulz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01083220200325383,"gpt":0.1888759838870939,"spread":0.1780437818838401,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000557951,0.0003188575,0.0002383019,0.0006563246,0.003619416,0.009362562,0.0006098729,0.001567907,0.02678904],"category_scores_gemma":[0.0009644263,0.0001498627,0.0001769691,0.001443712,0.004501283,0.003736144,0.002430165,0.002311653,0.00598909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007560453,"about_ca_system_score_gemma":0.004667725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05572291,"about_ca_topic_score_gemma":0.1281642,"domain_scores_codex":[0.9994982,0.0001176632,0.000007355045,0.00008976804,0.00014657,0.0001403261],"domain_scores_gemma":[0.9996407,0.00008947159,0.00001502084,0.00002853048,0.00009508183,0.0001311714],"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":[0.00002096921,0.00003087202,0.000611168,0.0001811296,0.000003457562,0.0002267128,0.01590022,0.0002090488,0.0002523641,0.6237521,0.2197776,0.1390344],"study_design_scores_gemma":[0.000001227836,0.000004586252,0.0003383965,0.0001880454,0.000001086842,0.00004819269,0.004469162,0.00004943398,0.0000853641,0.02073385,0.9740766,0.00000406462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0111831,0.0295955,0.001648498,0.0394235,0.003364065,0.00003259323,0.0001119954,0.0001390075,0.9145018],"genre_scores_gemma":[0.227165,0.02899267,0.001903885,0.008936615,0.000785092,0.00005583009,0.00027978,0.000218632,0.7316625],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05572291,"threshold_uncertainty_score":0.1107972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379177106","doi":"10.1007/978-3-031-31746-0_3","title":"Interpreting the Smart City Through Topic Modeling","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Smart Cities and Technologies","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":"McGill University","funders":"","keywords":"Smart city; Context (archaeology); Indigenous; Geography; Data science; Computer science; Regional science; Architectural engineering; Engineering; World Wide Web; Internet of Things","authors":[{"name":"Zhibin Zheng","is_ca":true},{"name":"Renée Sieber","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02662356521149939,"gpt":0.2019519950630221,"spread":0.1753284298515227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009994422,0.0008221176,0.0004478329,0.001646417,0.0007395285,0.005540795,0.0008952962,0.0008774829,0.02193687],"category_scores_gemma":[0.004525037,0.0006959984,0.001014015,0.00304113,0.0008280969,0.008170065,0.001508518,0.001726928,0.00530629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322694,"about_ca_system_score_gemma":0.0009032062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220605,"about_ca_topic_score_gemma":0.01611818,"domain_scores_codex":[0.9994867,0.0002692423,0.00002376419,0.0001068308,0.00007813073,0.00003538116],"domain_scores_gemma":[0.9983506,0.001333259,0.00005670193,0.0001204586,0.0001022852,0.00003678446],"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":[0.00009272207,0.00006863976,0.003734076,0.0004482408,0.0001156985,0.0005021783,0.007300946,0.02850344,0.001773313,0.5820834,0.1144105,0.2609668],"study_design_scores_gemma":[0.00001766978,0.00001434413,0.001722246,0.0001965394,0.00009566177,0.0002671666,0.003486739,0.1581359,0.001954992,0.4819162,0.3521506,0.0000417175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01309849,0.004342764,0.8257561,0.006196564,0.0005623436,0.0001006321,0.004541613,0.005363705,0.1400378],"genre_scores_gemma":[0.3856256,0.008218048,0.4858412,0.001107531,0.0007903733,0.0003152599,0.01355218,0.004614819,0.09993504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02193687,"threshold_uncertainty_score":0.07338613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313003813","doi":"10.1007/978-3-031-15108-8_8","title":"The Quarter as New Level of Urban Crime Prevention","year":2022,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Sociopolitical Dynamics in Russia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Urban planning; General partnership; Crime prevention; Cohesion (chemistry); Unit (ring theory); Geography; Political science; Sociology; Engineering; Civil engineering; Criminology; Psychology","authors":[{"name":"Herbert Schubert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05705799501961269,"gpt":0.311795227135983,"spread":0.2547372321163703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005537471,0.0002954978,0.0002703851,0.0006273151,0.001318837,0.003223258,0.0003740719,0.001003678,0.01504054],"category_scores_gemma":[0.0009146616,0.0001735286,0.000177494,0.000722396,0.001212528,0.002142332,0.001472574,0.00227325,0.003231735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001835622,"about_ca_system_score_gemma":0.003937894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005515119,"about_ca_topic_score_gemma":0.0145019,"domain_scores_codex":[0.9995363,0.0002063018,0.00001398941,0.00004405794,0.0001257887,0.00007363211],"domain_scores_gemma":[0.9997675,0.00004348533,0.0000193366,0.00003627006,0.00006522606,0.00006821813],"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":[0.00001134569,0.00003363625,0.0005718749,0.00006255695,0.00000397963,0.00002361218,0.00128246,0.0002195314,0.00009628565,0.450084,0.4345203,0.1130904],"study_design_scores_gemma":[0.000001175866,0.00001111848,0.0008348623,0.00007710882,0.000003278095,0.00003414835,0.0005368291,0.0001450081,0.00005883055,0.01888158,0.9794136,0.000002420267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006282017,0.0312815,0.002437245,0.07110592,0.01164157,0.0000281758,0.0001800855,0.000169028,0.8768743],"genre_scores_gemma":[0.1180675,0.01784749,0.001492375,0.007198389,0.002448365,0.00004349474,0.0001439227,0.0001000107,0.8526585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01504054,"threshold_uncertainty_score":0.05031562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382026055","doi":"10.1007/978-3-031-35368-0_5","title":"Attractive and Energy Efficient Facades","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","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":"McGill University","funders":"","keywords":"Architectural engineering; Personalization; Mass customization; Architectural design; Incentive; Computer science; Daylight; Design elements and principles; Efficient energy use; Engineering; World Wide Web; Geography; Architecture; Software engineering; Economics","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009874310314699935,"gpt":0.1733688404167836,"spread":0.1634945301020837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007994829,0.0008676374,0.0003777519,0.0007654293,0.0006350704,0.002078754,0.0005944142,0.0004409655,0.06065979],"category_scores_gemma":[0.0002458195,0.0003762266,0.000318842,0.001063777,0.0004671143,0.0009116434,0.0009221429,0.001054682,0.01549692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006310007,"about_ca_system_score_gemma":0.0004081227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681928,"about_ca_topic_score_gemma":0.009066413,"domain_scores_codex":[0.9998275,0.00001870605,0.000002559043,0.00001561377,0.0001171418,0.00001843876],"domain_scores_gemma":[0.9999475,0.00001258818,0.000004137593,0.000009209377,0.00001857895,0.000007883893],"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":[0.00002430136,0.00005514419,0.0001708014,0.0001894578,0.000008434341,0.00006644457,0.000139531,0.01829821,0.003890191,0.4406267,0.1280679,0.4084628],"study_design_scores_gemma":[0.000002888897,0.00002206501,0.0005660271,0.00008141681,0.000005721953,0.0001710677,0.0001226193,0.006644663,0.001027161,0.05639223,0.9349524,0.00001175039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00362679,0.007253854,0.04819311,0.0005555268,0.0006992712,0.00002308939,0.0001331596,0.0003194576,0.9391959],"genre_scores_gemma":[0.03420291,0.006515311,0.0112735,0.0001697326,0.0002374655,0.00003161874,0.0001539467,0.0003061566,0.9471093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06065979,"threshold_uncertainty_score":0.2029272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379165242","doi":"10.1007/978-3-031-31746-0_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Futures contract; Urban planning; Architectural engineering; Environmental planning; Regional science; Geography; Engineering; Library science; Computer science; Civil engineering; Business","authors":[{"name":"Robert Goodspeed","is_ca":false},{"name":"Raja Sengupta","is_ca":true},{"name":"Marketta Kyttä","is_ca":false},{"name":"Christopher Pettit","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01960674783133854,"gpt":0.2463831675602644,"spread":0.2267764197289259,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006647605,0.0008950052,0.0005675623,0.00184518,0.001400872,0.004380587,0.001596233,0.001702505,0.7104281],"category_scores_gemma":[0.002708738,0.0003451981,0.0005486123,0.001851174,0.0004744046,0.003011089,0.002411271,0.001695144,0.6503314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283169,"about_ca_system_score_gemma":0.002048047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003236637,"about_ca_topic_score_gemma":0.005894233,"domain_scores_codex":[0.9993536,0.0000655442,0.00002410353,0.0001305834,0.0003585706,0.00006757733],"domain_scores_gemma":[0.9989631,0.0001440453,0.00003467653,0.0001301393,0.0005181274,0.0002099574],"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":[0.00001435827,0.00002846383,0.00006903232,0.0001044736,0.000001336335,0.00002863198,0.00007378902,0.00006531556,0.0002164195,0.0143541,0.8645929,0.1204511],"study_design_scores_gemma":[0.000001439055,0.000004237992,0.00006044903,0.00004936873,6.144958e-7,0.00001967648,0.00002864047,0.00001440015,0.00003864438,0.001833852,0.9979468,0.000001896202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002743163,0.002102229,0.003429841,0.002612779,0.004565277,0.0001624961,0.003520223,0.001067801,0.982265],"genre_scores_gemma":[0.0006957683,0.00116005,0.001140561,0.0009623604,0.0005792553,0.00007706703,0.001985879,0.0002734518,0.9931256],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7104281,"threshold_uncertainty_score":0.4130392,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416240260","doi":"10.1007/978-3-031-94235-8_35","title":"The City Project: Twenty-First Century","year":2025,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Urbanization; Urban planning; Scope (computer science); Quarter (Canadian coin); Work (physics); Real estate; Corporate governance; Face (sociological concept)","authors":[{"name":"Jesús M. González-Pérez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0178694209907478,"gpt":0.2460905281011909,"spread":0.228221107110443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001308669,0.0008259266,0.0005066833,0.001389084,0.004608739,0.009934252,0.001049637,0.002240028,0.02007861],"category_scores_gemma":[0.001772609,0.0004459705,0.0002216603,0.004324538,0.00687643,0.003975114,0.004582998,0.003552428,0.002541591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01117401,"about_ca_system_score_gemma":0.01807651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06630563,"about_ca_topic_score_gemma":0.1677404,"domain_scores_codex":[0.9991419,0.0003017316,0.00002413988,0.00008283247,0.0003061306,0.0001432015],"domain_scores_gemma":[0.9994853,0.0001258606,0.00002405249,0.00005731361,0.00013902,0.0001684261],"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":[0.000008051822,0.00002201478,0.000160946,0.00008049169,0.000002516835,0.00002868608,0.001638307,0.000186857,0.00002725385,0.6053624,0.349133,0.04334944],"study_design_scores_gemma":[0.000001952311,0.000002499589,0.000234142,0.00006979294,8.885823e-7,0.00001010169,0.0006200203,0.00004799842,0.00002130959,0.01248154,0.9865069,0.000002925494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003729374,0.07118174,0.002614363,0.03846055,0.006670734,0.00005487055,0.0003700685,0.0001478028,0.8767705],"genre_scores_gemma":[0.04940043,0.04713121,0.00211417,0.004736541,0.001044911,0.0001997469,0.000371586,0.0002863669,0.894715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06630563,"threshold_uncertainty_score":0.1318394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401918775","doi":"10.1007/978-3-031-62641-8_8","title":"City and River in the Garonne Valley: The Geohistory of a Renewed Space (Toulouse, Agen, Bordeaux)","year":2024,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Maritime and Coastal Archaeology","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":"Université Laval","funders":"","keywords":"Geography; Archaeology; Geology","authors":[{"name":"Philippe Valette","is_ca":false},{"name":"Matthew Hatvany","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01781295730714437,"gpt":0.1890937955014599,"spread":0.1712808381943155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003632642,0.0004534627,0.0004790309,0.001836601,0.005105432,0.00685841,0.0007247181,0.001291181,0.0108428],"category_scores_gemma":[0.0004047789,0.0004106236,0.0003975143,0.006772056,0.004659701,0.001470991,0.003158832,0.001213594,0.0008230594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01025417,"about_ca_system_score_gemma":0.005500333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2717751,"about_ca_topic_score_gemma":0.5281019,"domain_scores_codex":[0.9996152,0.0001289461,0.000009775878,0.00007724117,0.0000739487,0.00009485264],"domain_scores_gemma":[0.9999243,0.00001859703,0.00001174683,0.00000866908,0.00001007945,0.00002647883],"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":[0.0001685927,0.00008429857,0.01350215,0.0006817377,0.00006766666,0.002396642,0.1093466,0.001738962,0.001014327,0.2642404,0.2563067,0.350452],"study_design_scores_gemma":[0.000005656922,0.00001583485,0.02706221,0.0002296192,0.00001136455,0.0004433487,0.01313769,0.00004948023,0.00007206263,0.002434094,0.9565204,0.00001844535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1716515,0.4000327,0.001874637,0.02707652,0.003423387,0.00006891284,0.00167662,0.0002951796,0.3939005],"genre_scores_gemma":[0.5079535,0.05919203,0.001547661,0.001445628,0.0007603057,0.00007687399,0.0006795651,0.0002702264,0.4280742],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2717751,"threshold_uncertainty_score":0.5403863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2760319612","doi":"10.1007/978-3-319-65003-6_5","title":"Metropolitan Governance of Waste for Climate Change Mitigation: Examining the Case of Montreal","year":2017,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Metropolitan area; Corporate governance; Autonomy; Business; Greenhouse gas; Environmental planning; Democracy; Public administration; Political science; Geography; Finance","authors":[{"name":"Eve Bourgeois","is_ca":true},{"name":"Sara Hughes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05915223862618605,"gpt":0.2696537599004661,"spread":0.21050152127428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006565221,0.0003910169,0.0002081137,0.0008495864,0.006846715,0.006215894,0.002264166,0.001177826,0.009050871],"category_scores_gemma":[0.001285839,0.0002212566,0.0003757872,0.003524309,0.004309989,0.001621263,0.00221444,0.0009459642,0.0002156834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05278622,"about_ca_system_score_gemma":0.0398034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9406794,"about_ca_topic_score_gemma":0.9826349,"domain_scores_codex":[0.9992813,0.0001763349,0.000007514591,0.00005127735,0.0001332176,0.000350378],"domain_scores_gemma":[0.9996543,0.0000696306,0.00004251075,0.00002520906,0.0001017314,0.0001065073],"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":[0.00003381203,0.00006331443,0.009084327,0.0000948376,0.00003594868,0.0007188409,0.01127488,0.009085653,0.0008247255,0.8946565,0.04576164,0.02836552],"study_design_scores_gemma":[0.00004141342,0.00007127843,0.07027999,0.000326298,0.0001057956,0.0002138958,0.0649657,0.01032534,0.001227803,0.07898312,0.7733609,0.0000983674],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2846567,0.00726671,0.005342097,0.03413323,0.0001971389,0.0001778089,0.0005561042,0.000122576,0.6675476],"genre_scores_gemma":[0.9119834,0.002291838,0.00123348,0.0006177578,0.00005369388,0.00005322768,0.0001091172,0.00003988029,0.08361771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05932063,"threshold_uncertainty_score":0.3829926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042871","doi":"10.1007/978-3-031-35368-0_11","title":"Cooking and Dining at Home","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Adaptability; Modularity (biology); Architectural engineering; Key (lock); Sustainable design; Politics; Business; Sustainability; Engineering; Marketing; Political science; Computer science; Economics; Ecology; Management; Computer security","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02484758782952012,"gpt":0.2294702214013836,"spread":0.2046226335718634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001411503,0.001002692,0.0005104063,0.0007842765,0.001738523,0.003253307,0.0006900636,0.0009465872,0.1077055],"category_scores_gemma":[0.0002167277,0.0003421337,0.0003779505,0.001434841,0.0006962469,0.001952396,0.001406666,0.001728923,0.04658468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007914501,"about_ca_system_score_gemma":0.001092868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005197729,"about_ca_topic_score_gemma":0.02676243,"domain_scores_codex":[0.9998838,0.00001783011,0.0000031209,0.00002271139,0.00005356025,0.00001906601],"domain_scores_gemma":[0.9999468,0.00001255675,0.000002673068,0.0000068619,0.00001547671,0.00001565624],"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":[0.00003268891,0.0001373738,0.0001717971,0.0002606179,0.000007301434,0.00009148609,0.001680521,0.0002351225,0.001309518,0.0768405,0.6472283,0.2720048],"study_design_scores_gemma":[0.000001259468,0.000009175521,0.0002949215,0.00007765261,0.000001918789,0.00004424812,0.0004471974,0.0000467842,0.0001192427,0.003507986,0.9954462,0.000003356588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005490608,0.008271223,0.002236282,0.0008630718,0.00144914,0.00002346538,0.0000878944,0.0001286228,0.9863912],"genre_scores_gemma":[0.001911278,0.003829847,0.0007059341,0.0004530637,0.0001154145,0.00001752149,0.00007498639,0.00007826794,0.9928138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1077055,"threshold_uncertainty_score":0.3603106,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042752","doi":"10.1007/978-3-031-35368-0_4","title":"Comfortable Small Interiors","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","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":"McGill University","funders":"","keywords":"Zoning; Architectural engineering; Process (computing); Order (exchange); Spatial design; Space (punctuation); Computer science; Engineering; Civil engineering; Business","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01307091988353689,"gpt":0.1682774979724689,"spread":0.155206578088932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001194767,0.0009466034,0.0003757688,0.0005011616,0.001195866,0.001753264,0.000654116,0.0004936433,0.2374958],"category_scores_gemma":[0.0003132686,0.0003529649,0.0004229848,0.0005896043,0.0004606472,0.001219582,0.001749591,0.001311856,0.08393294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000417635,"about_ca_system_score_gemma":0.0004119086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745742,"about_ca_topic_score_gemma":0.01065562,"domain_scores_codex":[0.999886,0.00001789994,0.000003249962,0.00001988301,0.00005154408,0.00002142154],"domain_scores_gemma":[0.999926,0.00001075153,0.000002943604,0.00001524486,0.00002404108,0.0000209829],"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":[0.00005297451,0.000058413,0.0002104325,0.0001936009,0.000003599618,0.0001595537,0.0008437971,0.0008255879,0.002432,0.06965287,0.5577723,0.3677949],"study_design_scores_gemma":[0.000001480759,0.000009737953,0.0003235877,0.00004186347,0.00000132786,0.00008947703,0.0001950848,0.0001308379,0.0002041578,0.002796069,0.9962029,0.000003400318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00102085,0.0011278,0.006225767,0.0002613664,0.0004638006,0.00002638086,0.000151755,0.000307629,0.9904147],"genre_scores_gemma":[0.005290626,0.0007469247,0.002094032,0.0001641529,0.00005987328,0.00001978356,0.0001228849,0.0002316079,0.9912701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2374958,"threshold_uncertainty_score":0.7945026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042554","doi":"10.1007/978-3-031-35368-0_7","title":"Utilities Systems for Sustainability","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Sustainability; HVAC; Demolition; Landscaping; Electricity; Engineering; Architectural engineering; Air conditioning; Civil engineering; Environmental economics; Electrical engineering","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01672042840113016,"gpt":0.2074875405216521,"spread":0.1907671121205219,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002439614,0.001028734,0.0003800959,0.001145659,0.001292758,0.004262171,0.0005407103,0.001053672,0.09757002],"category_scores_gemma":[0.000514236,0.0003985524,0.0003049402,0.00221972,0.0007945154,0.00305949,0.00239295,0.002109888,0.0429227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002704571,"about_ca_system_score_gemma":0.002591402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009724884,"about_ca_topic_score_gemma":0.03142509,"domain_scores_codex":[0.9997111,0.00005095944,0.000008612998,0.00003702612,0.0001559506,0.00003634933],"domain_scores_gemma":[0.9999129,0.00001456471,0.000005245251,0.00001561109,0.00004021124,0.00001149308],"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":[0.000006514679,0.00002831754,0.0000823365,0.0001178565,0.000003085168,0.00003332277,0.0002224956,0.0003583308,0.0003025582,0.1384722,0.6649995,0.1953735],"study_design_scores_gemma":[5.947742e-7,0.000002449543,0.00005977197,0.0000463102,7.919647e-7,0.00001664722,0.00006887924,0.00009141104,0.00006686882,0.008993696,0.9906512,0.000001408943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004000526,0.01137391,0.003129624,0.003163027,0.001265006,0.00003848719,0.0001977563,0.0002777862,0.9801543],"genre_scores_gemma":[0.003214431,0.005956433,0.0007169446,0.0007678101,0.0001472772,0.00002366872,0.0001288419,0.00009307933,0.9889516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09757002,"threshold_uncertainty_score":0.3264042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042750","doi":"10.1007/978-3-031-35368-0_10","title":"Home Automation","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"IoT-based Smart Home Systems","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":"McGill University","funders":"","keywords":"Notice; Internet of Things; Home automation; Sustainability; Automation; Context (archaeology); Business; Internet privacy; Architectural engineering; Engineering; Computer security; Computer science; Telecommunications; Political science; Geography","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01062267228449681,"gpt":0.1791607804182458,"spread":0.1685381081337489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001279211,0.0008352626,0.0004254092,0.0008384087,0.0009402416,0.002552798,0.000527397,0.0009486313,0.1442868],"category_scores_gemma":[0.0002536925,0.0003156941,0.0003015033,0.00116729,0.0003815193,0.001412925,0.001061928,0.001204951,0.138998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005995441,"about_ca_system_score_gemma":0.0005112201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747301,"about_ca_topic_score_gemma":0.008167312,"domain_scores_codex":[0.9998177,0.0000144888,0.000005675994,0.00004047062,0.0001005865,0.00002113129],"domain_scores_gemma":[0.9999174,0.00001144219,0.000004148673,0.00001806586,0.00003816803,0.0000107232],"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":[0.00003160985,0.000050681,0.0001504784,0.0001529487,0.000005668805,0.0001243782,0.0002198535,0.0004753132,0.00258309,0.04156166,0.5294342,0.4252101],"study_design_scores_gemma":[0.000001729265,0.000008061161,0.0002428124,0.0000527202,0.000002124757,0.0001266697,0.00005664343,0.000296155,0.0004132968,0.002968063,0.9958275,0.000004295162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005111967,0.003648919,0.007850788,0.0004421164,0.0007915183,0.00003062612,0.000265585,0.0008323624,0.9856269],"genre_scores_gemma":[0.002861821,0.002068567,0.001438719,0.000258775,0.000101166,0.00001779588,0.0002539577,0.00008700555,0.9929121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1442868,"threshold_uncertainty_score":0.4826875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382026160","doi":"10.1007/978-3-031-35368-0_3","title":"Quality Affordable Dwellings","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Affordable housing; Business; Quality (philosophy); Finance; Economic growth; Economics","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04861386241844711,"gpt":0.2139889034132797,"spread":0.1653750409948326,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002650478,0.0004250904,0.0003110289,0.0009907589,0.000981711,0.002051983,0.000490188,0.0007061465,0.266832],"category_scores_gemma":[0.0006155634,0.0002828079,0.0003152439,0.001554518,0.0003063286,0.001200521,0.001241217,0.0009776065,0.05468302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172733,"about_ca_system_score_gemma":0.00104991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01628623,"about_ca_topic_score_gemma":0.1021897,"domain_scores_codex":[0.999708,0.00002070697,0.00000694212,0.00003387938,0.0001818449,0.00004864888],"domain_scores_gemma":[0.9998494,0.00001337683,0.00001039213,0.00002126412,0.00006808568,0.00003748305],"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":[0.00001734797,0.00004483312,0.0005461138,0.00007187305,0.000003379419,0.00002434732,0.0001067522,0.0001419233,0.0001474332,0.03495153,0.8174711,0.1464733],"study_design_scores_gemma":[0.000003107838,0.00001131671,0.002077451,0.00003705082,0.00000157561,0.00002681475,0.0001015208,0.0000809967,0.00004807314,0.001741654,0.9958681,0.000002435412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002512226,0.004940555,0.001196513,0.00265815,0.001229254,0.0000511316,0.001807403,0.0001872742,0.9854175],"genre_scores_gemma":[0.007205765,0.001940461,0.0006388875,0.0005160812,0.0001952448,0.00001845378,0.0006983535,0.00007642418,0.9887102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.266832,"threshold_uncertainty_score":0.8926418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042904","doi":"10.1007/978-3-031-35368-0_6","title":"Innovative Construction Practices","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"BIM and Construction Integration","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":"McGill University","funders":"","keywords":"Prefabrication; Mass customization; Adaptability; Architectural engineering; Demographics; Personalization; Resource (disambiguation); Product (mathematics); Engineering; Resource consumption; Consumption (sociology); Production (economics); Affordable housing; Business; Construction engineering; Computer science; Civil engineering; Marketing; Economics","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01885513633821258,"gpt":0.2148984474412489,"spread":0.1960433111030364,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009513643,0.0007159598,0.0002950454,0.001287749,0.002996056,0.008092214,0.001006606,0.001490513,0.04545319],"category_scores_gemma":[0.001238424,0.000325596,0.0003021818,0.002141838,0.00544665,0.003643232,0.003984514,0.002461185,0.0124632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003725471,"about_ca_system_score_gemma":0.003155264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002977687,"about_ca_topic_score_gemma":0.009591443,"domain_scores_codex":[0.9988878,0.0002745879,0.0000318935,0.0001408872,0.0005359252,0.0001288717],"domain_scores_gemma":[0.9996711,0.00008021902,0.00002004533,0.0001101076,0.00007342486,0.00004520086],"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":[0.000003708724,0.00002702152,0.0001041019,0.00004777879,0.000001549415,0.00004933652,0.00486771,0.000201677,0.0001962554,0.8837444,0.03451282,0.07624366],"study_design_scores_gemma":[0.0000015774,0.00000555454,0.0002628422,0.0001306776,0.000001790716,0.00009147915,0.002189413,0.0001335231,0.0001343322,0.08137136,0.9156733,0.000004086169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001295425,0.001356891,0.00372248,0.0009143525,0.0001148498,0.0000175418,0.00001652705,0.00004843271,0.9925134],"genre_scores_gemma":[0.06471907,0.003561968,0.005918384,0.0006069235,0.00009655886,0.0001053033,0.00008334386,0.0001101094,0.9247983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04545319,"threshold_uncertainty_score":0.1520561,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313353888","doi":"10.1007/978-981-19-4222-8_1","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Geography; Urban landscape; China; Urban planning; Regional science; Environmental planning; History; Archaeology; Civil engineering; Engineering","authors":[{"name":"Xiaoxi Li","is_ca":false},{"name":"Ye Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007283477279291638,"gpt":0.1572707353749421,"spread":0.1499872580956504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005319369,0.0009530453,0.0006059316,0.001961003,0.001400274,0.004064407,0.001526535,0.001597699,0.6986524],"category_scores_gemma":[0.002152972,0.0003740665,0.0005455925,0.001810417,0.000464209,0.002682022,0.002359111,0.001671379,0.6311267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127153,"about_ca_system_score_gemma":0.002113188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003323985,"about_ca_topic_score_gemma":0.006477837,"domain_scores_codex":[0.9994113,0.00005179529,0.0000197007,0.0001136829,0.0003390978,0.00006450948],"domain_scores_gemma":[0.9991323,0.0001113263,0.00002772929,0.0001066581,0.0004536419,0.0001682891],"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":[0.00001359939,0.00003046021,0.00006165409,0.0001005329,0.000001226621,0.00002995493,0.0000650596,0.00008219898,0.0002473017,0.01289006,0.8685737,0.1179042],"study_design_scores_gemma":[0.000001403577,0.000004629331,0.0000576745,0.00004647292,6.218467e-7,0.00002046632,0.00002630083,0.00001695834,0.00004529817,0.001862664,0.9979156,0.000001916148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000242389,0.001801974,0.003023073,0.001862758,0.003462197,0.0001455982,0.00273303,0.0009314971,0.9857976],"genre_scores_gemma":[0.0005637964,0.001004404,0.0008932605,0.0007096606,0.0004386862,0.00006289691,0.001580354,0.0002245292,0.9945225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3013476,"threshold_uncertainty_score":0.4298357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382026318","doi":"10.1007/978-3-031-35368-0_2","title":"Denser Living","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Architectural engineering; Carbon footprint; Order (exchange); Ecological footprint; Scale (ratio); Environmental planning; Sustainable living; Business; Geography; Engineering; Sustainability; Sustainable development; Political science; Ecology; Cartography","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02999210072504907,"gpt":0.2704163857565098,"spread":0.2404242850314608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003439042,0.0005660256,0.0003463561,0.0007605913,0.003210029,0.003138641,0.0006751685,0.0009281483,0.1905706],"category_scores_gemma":[0.0005393238,0.0002275804,0.0002548341,0.001088092,0.001138451,0.002442415,0.003945975,0.001871601,0.06547236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230055,"about_ca_system_score_gemma":0.001409503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01199899,"about_ca_topic_score_gemma":0.06414364,"domain_scores_codex":[0.9997178,0.00004962302,0.00000752577,0.00005653664,0.00009979944,0.00006877849],"domain_scores_gemma":[0.9998918,0.00001122686,0.000005795463,0.00001971485,0.00002978293,0.000041635],"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":[0.000009977523,0.00004310526,0.0002945497,0.00006760663,0.000002135004,0.00006083734,0.00254753,0.0000407268,0.00016828,0.1182102,0.7299815,0.1485735],"study_design_scores_gemma":[6.26694e-7,0.000002703091,0.0002276819,0.00002680824,4.684532e-7,0.0000251776,0.0005049866,0.000006993808,0.00001502914,0.002070937,0.9971174,0.000001250031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008286855,0.002042465,0.0004929011,0.002412467,0.001061407,0.00001633797,0.0001209631,0.00006658538,0.9929582],"genre_scores_gemma":[0.003826318,0.0009300915,0.0003491532,0.0009523646,0.0001117976,0.00001797742,0.00008648299,0.00005089851,0.9936748],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1905706,"threshold_uncertainty_score":0.6375221,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399895469","doi":"10.1007/978-3-031-61403-3_8","title":"Leaving the Slum: International Collaborative Design Initiatives to Shape Capabilities During Resettlement","year":2024,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Slum; Environmental planning; Political science; Architectural engineering; Geography; Sociology; Engineering","authors":[{"name":"Georgia Cardosi","is_ca":true},{"name":"Susan N. Kibue","is_ca":false},{"name":"Francesca Fiaschi","is_ca":true},{"name":"Noel J. O Okello","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02046979102127238,"gpt":0.2243893951497384,"spread":0.203919604128466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001822771,0.0004897621,0.0001755605,0.0006727076,0.005836156,0.00596982,0.001027626,0.001068065,0.01883798],"category_scores_gemma":[0.00262426,0.0001721797,0.0002689827,0.0009957341,0.004421009,0.004180391,0.005811948,0.002172221,0.001510463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00434608,"about_ca_system_score_gemma":0.008284547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127199,"about_ca_topic_score_gemma":0.07611898,"domain_scores_codex":[0.9993595,0.0003259463,0.0000162576,0.00004786727,0.00009859227,0.0001518458],"domain_scores_gemma":[0.9990495,0.0003297625,0.00006182714,0.00007696039,0.0001210259,0.0003609141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004426761,0.00009072709,0.001582707,0.0002560287,0.000007872547,0.0004662645,0.2454207,0.000706166,0.0007032116,0.2396257,0.1936355,0.3174608],"study_design_scores_gemma":[0.000008417553,0.00007781723,0.001286005,0.0003495735,0.000008257034,0.0001223697,0.1470472,0.0002730487,0.0003910048,0.01706032,0.8333634,0.00001258644],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06576865,0.005427034,0.01218038,0.03064891,0.002354977,0.0001211578,0.0001084963,0.000505087,0.8828855],"genre_scores_gemma":[0.5797283,0.005256175,0.01445931,0.003171852,0.0002021223,0.0002310899,0.0001593363,0.0004838369,0.3963079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01883798,"threshold_uncertainty_score":0.06301934,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382042626","doi":"10.1007/978-3-031-35368-0_13","title":"Getting Old at Home","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Bedroom; Aging in place; Population ageing; Independent living; Investment (military); Sustainability; Business; Population; Gerontology; Medicine; Engineering; Political science; Environmental health; Civil engineering","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01995543054663304,"gpt":0.2394568487714055,"spread":0.2195014182247724,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003058436,0.0006924196,0.0004311278,0.0008946279,0.002767564,0.003251477,0.0005892827,0.001375113,0.1625924],"category_scores_gemma":[0.0006882006,0.0002793958,0.0003440265,0.001030768,0.0004903236,0.00354216,0.002619159,0.002082034,0.1144547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007321213,"about_ca_system_score_gemma":0.001188324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005693277,"about_ca_topic_score_gemma":0.03162447,"domain_scores_codex":[0.9998447,0.00002096224,0.00000604918,0.00002211483,0.0000663789,0.00003981209],"domain_scores_gemma":[0.9998387,0.00001871449,0.000007970825,0.00001220943,0.00004642365,0.00007593903],"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":[0.000007451038,0.00004224909,0.0002110763,0.00006238386,0.000001404211,0.00007798823,0.001851756,0.0000103298,0.0001197883,0.007429975,0.8746198,0.1155659],"study_design_scores_gemma":[8.549422e-7,0.000005964172,0.0004139713,0.00005809481,0.0000011423,0.00005801945,0.0008544745,0.000004651778,0.00001917707,0.0006909155,0.9978909,0.000001863336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001373864,0.0108764,0.0006083276,0.005036568,0.004438133,0.00003708105,0.0002334937,0.0001915537,0.9772046],"genre_scores_gemma":[0.00155316,0.002847461,0.0001814866,0.001628794,0.0002113791,0.00001710508,0.0000781019,0.00004924975,0.9934332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1625924,"threshold_uncertainty_score":0.5439256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323343237","doi":"10.1007/978-3-031-06604-7_23","title":"Towards an Appropriate Development Approach for the Halayeb–Shalateen Border Region of Egypt","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sovereignty; Quarter (Canadian coin); Geography; Context (archaeology); Political science; Population; Colonization; Regional science; Development economics; Economic growth; Economy; Politics; Law; Sociology; Archaeology; Demography; Economics","authors":[{"name":"Yehya Serag","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05220216247241896,"gpt":0.3163308856135892,"spread":0.2641287231411703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004651295,0.0004794983,0.0001773627,0.0009320004,0.001965853,0.00446282,0.0005547241,0.0009744982,0.004848167],"category_scores_gemma":[0.0003400054,0.0001779551,0.0001702679,0.001428298,0.001897544,0.001883231,0.002105557,0.001700383,0.0005025017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008570648,"about_ca_system_score_gemma":0.00966102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02749897,"about_ca_topic_score_gemma":0.08429407,"domain_scores_codex":[0.9998612,0.00005853105,0.000006067382,0.00001233232,0.00001948078,0.00004239185],"domain_scores_gemma":[0.9999486,0.00001275153,0.000007102468,0.000003298655,0.00001732572,0.00001094437],"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":[0.000008036125,0.00001729925,0.0005151067,0.0002036466,0.000004792274,0.0005104123,0.007943771,0.001439761,0.0005125733,0.9158926,0.01493368,0.05801842],"study_design_scores_gemma":[0.000006971506,0.00001675319,0.001938427,0.0004508427,0.00001110064,0.0002787429,0.02657607,0.001151576,0.0006550368,0.1035372,0.8653643,0.00001291702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03577054,0.027588,0.02571243,0.03212073,0.0005983603,0.0001697584,0.0001892121,0.0001284989,0.8777225],"genre_scores_gemma":[0.5838035,0.03259254,0.0557132,0.002823265,0.0001283678,0.0002899985,0.0002821972,0.0001944969,0.3241723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02749897,"threshold_uncertainty_score":0.06218463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408929961","doi":"10.1007/978-3-031-77752-3_19","title":"Chinatown’s Key, Built Form Elements of Sense of Place: Findings from an Immersive Visual Survey","year":2025,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"","keywords":"Chinatown; Key (lock); Sense of place; Visual arts; Computer science; Art; Geography; Computer security; Archaeology; Economic geography","authors":[{"name":"Francisco Alaniz Uribe","is_ca":true},{"name":"Nathan Stelfox","is_ca":true},{"name":"Emily Kaing","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0220791849568896,"gpt":0.3083293917178003,"spread":0.2862502067609107,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007707351,0.0002020518,0.0001728159,0.00104516,0.001164573,0.00142548,0.0004125121,0.0003091007,0.003199588],"category_scores_gemma":[0.00160676,0.0001786634,0.0001256049,0.001430539,0.001580945,0.0009963386,0.00186275,0.0005440986,0.0001567711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908071,"about_ca_system_score_gemma":0.001057883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06561415,"about_ca_topic_score_gemma":0.2289454,"domain_scores_codex":[0.9996579,0.0001167638,0.00001545788,0.00005336981,0.0001006855,0.00005580486],"domain_scores_gemma":[0.9991745,0.0003098714,0.0001558244,0.00006058311,0.0001502892,0.0001488129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005076236,0.0001482614,0.3830319,0.0001625696,0.00001557718,0.0007139094,0.5730923,0.0001182173,0.00210178,0.001606827,0.002318891,0.03663895],"study_design_scores_gemma":[0.000002140753,0.00007055962,0.570942,0.00006419914,0.000006829185,0.0001435003,0.4202772,0.0002712393,0.000226504,0.0001471405,0.007828923,0.00001979043],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972368,0.00003801587,0.00007037002,0.00005500634,0.000001638091,0.0000113096,0.00006172962,0.000001773298,0.00252326],"genre_scores_gemma":[0.9973603,0.00008231906,0.0001508632,0.00003881919,0.000001240029,0.00002728295,0.0000933202,0.00000272599,0.002243146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06561415,"threshold_uncertainty_score":0.1304645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}