{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"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":"2f231fbad546","filters":{"venue":"Digital Geography and Society"}},"results":[{"id":"W4381946654","doi":"10.1016/j.diggeo.2023.100063","title":"The gig economy in Chile: Examining labor conditions and the nature of gig work in a Global South country","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agencia Nacional de Investigación y Desarrollo; Wissenschaftszentrum Berlin für Sozialforschung; University of Cape Town; Centro de Estudios de Conflicto y Cohesión Social; International Development Research Centre","keywords":"Gig economy; Sharing economy; Context (archaeology); Precarity; Work (physics); Business; Precarious work; Political science; Engineering; Geography; Law","authors":[{"name":"Arturo Arriagada","is_ca":false},{"name":"Macarena Bonhomme","is_ca":false},{"name":"Jorge Leyton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00523677028748942,"gpt":0.2257465255956786,"spread":0.2205097553081892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005506675,0.00007558694,0.0001212758,0.00002639574,0.0003736254,0.0003818135,0.0001092367,0.0001143286,0.000001869554],"category_scores_gemma":[0.00003627741,0.00005265807,0.00007650418,0.001015461,0.001010601,0.0006400403,0.00002675193,0.0001652508,0.000001190854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001252427,"about_ca_system_score_gemma":0.00004326059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006523751,"about_ca_topic_score_gemma":0.0002504464,"domain_scores_codex":[0.9993613,0.0000338957,0.0001892108,0.0001199157,0.00008461352,0.0002110053],"domain_scores_gemma":[0.999501,0.0003160861,0.0000578363,0.00006516158,0.00002177773,0.00003810247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000367697,0.00002456084,0.7320327,0.00001802788,0.00005094808,6.473887e-7,0.03641983,0.00001629125,2.628413e-8,0.2189854,0.0002664299,0.01214833],"study_design_scores_gemma":[0.0009050345,0.00001418237,0.8743317,0.00005649871,0.000007063488,3.497946e-7,0.07454374,0.00004212166,2.306214e-7,0.03320956,0.01677377,0.0001157821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276693,0.0006284852,0.000002593039,0.0008570817,0.00006333539,0.0002329247,0.0001919841,0.0000262809,0.07032798],"genre_scores_gemma":[0.9991094,0.0005373766,0.000003166448,0.0002204505,0.00002475,0.00002619112,0.00003469883,0.000002445216,0.00004148651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1857759,"threshold_uncertainty_score":0.3723603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4224289142","doi":"10.1016/j.diggeo.2022.100036","title":"Delivery workers and the interplay of digital and mobility (in)justice","year":2022,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":39,"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":"Fondo Nacional de Desarrollo Científico y Tecnológico; Centro de Desarrollo Urbano Sustentable","keywords":"Injustice; Pandemic; Business; Complementarity (molecular biology); Inequality; Coronavirus disease 2019 (COVID-19); Public relations; Political science; Infectious disease (medical specialty); Law; Medicine","authors":[{"name":"Giovanni Vecchio","is_ca":false},{"name":"Ignacio Tiznado-Aitken","is_ca":true},{"name":"Camila Albornoz","is_ca":false},{"name":"Martín Tironi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005436676645313612,"gpt":0.2210184471798755,"spread":0.2155817705345619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004545404,0.00007295593,0.0001270723,0.00002762008,0.000426927,0.0003003439,0.00008364698,0.00003373777,0.00000678621],"category_scores_gemma":[0.00002322156,0.00006045505,0.0001134527,0.0002407856,0.001210295,0.001099581,0.00008807176,0.0001183231,1.730154e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001139776,"about_ca_system_score_gemma":0.00002301414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001282811,"about_ca_topic_score_gemma":0.0000208819,"domain_scores_codex":[0.9993723,0.00003294678,0.0001725422,0.000142562,0.0001301313,0.0001494917],"domain_scores_gemma":[0.9995695,0.0002498995,0.0000501616,0.00005879311,0.00001878388,0.00005286276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000380894,0.0003056624,0.6461106,0.0001303364,0.0001521144,0.000001281606,0.1142189,0.00004259683,6.053334e-7,0.05270749,0.0003057389,0.1856439],"study_design_scores_gemma":[0.004010512,0.0003257298,0.1706837,0.00007867889,0.0001245211,0.000008847298,0.7125711,0.0008845829,0.000005107114,0.06259225,0.04803287,0.0006821281],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598833,0.0006000179,0.00003066013,0.0003101134,0.00005080513,0.0002023238,0.0001026699,0.00001501114,0.03880511],"genre_scores_gemma":[0.9994061,0.0003932814,0.000008392682,0.0001029613,0.00001097372,0.00001728398,0.000009843372,0.000002618587,0.00004857359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5983523,"threshold_uncertainty_score":0.4459382,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4207042117","doi":"10.1016/j.diggeo.2022.100029","title":"Maps, volunteered geographic information (VGI) and the spatio-discursive construction of nature","year":2022,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Agencia Nacional de Investigación y Desarrollo","keywords":"Volunteered geographic information; Commodification; Tourism; Narrative; Context (archaeology); Politics; Sociology; Media studies; Political science; Geography; Cartography; Art; Literature; Law","authors":[{"name":"Juan Pablo Astaburuaga","is_ca":false},{"name":"Michael Martin","is_ca":false},{"name":"Agnieszka Leszczynski","is_ca":true},{"name":"J. C. Gaillard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002995646262735637,"gpt":0.2002831544314432,"spread":0.1972875081687075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007875677,0.0001127463,0.0001906355,0.0001339445,0.001947339,0.0002123509,0.0001367106,0.00009860941,0.00001296978],"category_scores_gemma":[0.00005964182,0.00008773174,0.0002341153,0.0007553369,0.002123577,0.001172992,0.0001502206,0.0002817051,5.14382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001187799,"about_ca_system_score_gemma":0.0000322307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006478702,"about_ca_topic_score_gemma":0.00002647881,"domain_scores_codex":[0.998763,0.00008145074,0.0003235377,0.0001111913,0.0005199094,0.0002009676],"domain_scores_gemma":[0.9991481,0.000148554,0.000297345,0.000112665,0.0002432808,0.00005000377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005599723,0.00002281084,0.4549194,0.00007187153,0.0002862695,1.36399e-7,0.1267195,0.00001065839,2.240917e-7,0.4075017,0.001450129,0.008961273],"study_design_scores_gemma":[0.001852744,0.00007364915,0.1937115,0.00001776923,0.0000614386,0.00001129347,0.5904723,0.00007205356,0.000001417214,0.02483964,0.1886265,0.0002597269],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393125,0.002893523,0.0002022591,0.002800251,0.0008283761,0.001345472,0.001120375,0.0001351243,0.05136216],"genre_scores_gemma":[0.9987155,0.0007110438,0.00006391606,0.0002605195,0.00003057045,0.00006823395,0.0001139273,0.000002975813,0.00003327899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4637527,"threshold_uncertainty_score":0.999352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3139308062","doi":"10.1016/j.diggeo.2021.100011","title":"Transgressions: Reflecting on critical GIS and digital geographies","year":2021,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Sociology; Critical theory; Geography; Aesthetics; Environmental planning; Environmental ethics; Epistemology; Philosophy","authors":[{"name":"Ryan Burns","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03724918327903649,"gpt":0.3399859296278406,"spread":0.3027367463488041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002913742,0.0001790039,0.0002325062,0.0001076672,0.001827069,0.001208638,0.00008361866,0.0001511456,0.00001363792],"category_scores_gemma":[0.0003396526,0.0001650227,0.0003276383,0.0008493724,0.001430792,0.001202677,0.00007626028,0.0001972581,0.000004085189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007563101,"about_ca_system_score_gemma":0.00003275898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005409886,"about_ca_topic_score_gemma":0.0000266645,"domain_scores_codex":[0.9985053,0.00003821271,0.0002816086,0.0003127629,0.0004394369,0.0004227133],"domain_scores_gemma":[0.9988614,0.0005194418,0.0000583691,0.000131204,0.000235575,0.000193973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002711689,0.0002721494,0.5742723,0.0002450646,0.0005557928,0.0000252847,0.1138938,0.00000156049,0.00001228196,0.2561018,0.001914803,0.05267795],"study_design_scores_gemma":[0.001482685,0.0003103553,0.1616152,0.0006581052,0.0001182031,0.00005401472,0.5579737,0.00002918165,0.00004774314,0.0703687,0.2058915,0.001450635],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7479139,0.006652805,0.0002359286,0.003897383,0.0004980955,0.0003373847,0.0002486719,0.0003830517,0.2398328],"genre_scores_gemma":[0.9972404,0.001839946,0.0001833831,0.000391832,0.00009550228,0.00001823601,0.00001861402,0.000008812905,0.0002032426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440799,"threshold_uncertainty_score":0.9998282,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389306374","doi":"10.1016/j.diggeo.2023.100072","title":"What is fair? The experience of Indonesian gig workers","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre","keywords":"Earnings; Harassment; Government (linguistics); Work (physics); Business; Public relations; Action (physics); Indonesian; Labour economics; Internet privacy; Marketing; Economics; Political science; Engineering; Finance; Law; Computer science","authors":[{"name":"Treviliana Eka Putri","is_ca":false},{"name":"Paska B. Darmawan","is_ca":false},{"name":"Richard Heeks","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01176397622255929,"gpt":0.2484806312323743,"spread":0.236716655009815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002184217,0.00007340705,0.00009022996,0.00002921004,0.000429227,0.0006289628,0.0001567654,0.00006785293,0.00001205337],"category_scores_gemma":[0.000006638894,0.00005697612,0.0002193989,0.0007494403,0.0007900168,0.002626818,0.00002678697,0.00006271662,0.000009714383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000506728,"about_ca_system_score_gemma":0.00002458678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008720713,"about_ca_topic_score_gemma":0.0000149854,"domain_scores_codex":[0.9993151,0.00001366104,0.0001470558,0.0001260388,0.0001833339,0.0002147536],"domain_scores_gemma":[0.9996719,0.0000891988,0.00004885031,0.00009346657,0.00003193039,0.00006470048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001127355,0.0000483128,0.2303287,0.00003152732,0.00009561331,6.945267e-7,0.4929163,0.000006054172,0.000001755782,0.01980271,0.002111732,0.2546453],"study_design_scores_gemma":[0.0002190542,0.00003278126,0.09020305,0.0000673371,0.000009451775,3.987489e-7,0.8013687,0.0000356719,0.00004602744,0.008750623,0.0990603,0.0002066393],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481592,0.0002541327,0.00005140218,0.001712478,0.0002065412,0.0001704545,0.00001990005,0.00008342029,0.04934248],"genre_scores_gemma":[0.9976827,0.001645505,0.000007200755,0.0002802545,0.00002997656,0.0000152595,0.0000109051,0.000003559134,0.0003246728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3084523,"threshold_uncertainty_score":0.6065103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322743588","doi":"10.1016/j.diggeo.2023.100053","title":"Reconceptualizing carbon datafication through indigeneity","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian International Development Agency","keywords":"Indigenous; Geographer; Context (archaeology); Agency (philosophy); Sociology; Geography; Economic geography; Social science; Archaeology; Ecology","authors":[{"name":"Osensang Pongen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02285013617369443,"gpt":0.2778284960600912,"spread":0.2549783598863968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001625369,0.00007785057,0.00008666486,0.00001589264,0.0004427402,0.0002094035,0.0001232194,0.0001026703,0.000009674696],"category_scores_gemma":[0.00002622299,0.00007348179,0.0001093037,0.0005254079,0.0003399293,0.000796851,0.00004755843,0.00009033649,0.00000683163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001308483,"about_ca_system_score_gemma":0.00003133069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007126064,"about_ca_topic_score_gemma":0.00004035997,"domain_scores_codex":[0.9992162,0.00001904897,0.0001032412,0.0002018461,0.0002020401,0.0002576369],"domain_scores_gemma":[0.9997152,0.00003343239,0.00005387321,0.0001125278,0.00003119592,0.00005378455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004235081,0.00002659429,0.7427458,0.00002656957,0.00008996908,0.000001953608,0.1987292,0.000004525494,0.00006561897,0.01825478,0.01160786,0.028443],"study_design_scores_gemma":[0.0002537698,0.00002572336,0.499282,0.00002431199,0.0000142915,5.528731e-7,0.0610958,0.00002868836,0.0002104501,0.01959033,0.41915,0.0003240953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498098,0.0001460301,0.00001744238,0.000261091,0.0001651513,0.00009788604,0.00007607041,0.0001644448,0.04926207],"genre_scores_gemma":[0.9975508,0.001597578,0.00007028052,0.000212128,0.000172565,0.000006299214,0.00009906746,0.00000595156,0.00028537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4075421,"threshold_uncertainty_score":0.3405245,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380372928","doi":"10.1016/j.diggeo.2023.100061","title":"Artificial intelligence, geography and society","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Human geography; Geography; Economic geography; Regional science; Sociology","authors":[{"name":"Sophia Maalsen","is_ca":false},{"name":"Jonathan Cinnamon","is_ca":true},{"name":"Samuel Kinsley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01206713004489184,"gpt":0.200940800693568,"spread":0.1888736706486761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087771,0.000186198,0.0001678306,0.00007944066,0.0002050787,0.000260409,0.00009925508,0.0001763513,0.000005974746],"category_scores_gemma":[0.000006423331,0.0001779494,0.0003687313,0.0007550806,0.0004334582,0.0002650429,0.0001086534,0.000189946,0.000008116533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004283064,"about_ca_system_score_gemma":0.00000332081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006689968,"about_ca_topic_score_gemma":8.616875e-7,"domain_scores_codex":[0.9991093,0.000002498177,0.00017443,0.0002284646,0.0001256867,0.0003596233],"domain_scores_gemma":[0.999679,0.00006658647,0.000016972,0.0001448755,0.00002154582,0.00007106453],"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":[0.00001061405,0.00009648907,0.2265636,0.0005947505,0.001431244,0.00001530647,0.007252853,0.0005982685,0.0002145822,0.03551815,0.03287946,0.6948246],"study_design_scores_gemma":[0.0004811363,0.0004094861,0.4557365,0.000173831,0.0001673112,0.00003532092,0.08723199,0.05932759,0.002590841,0.2908002,0.1000351,0.00301071],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905955,0.001312964,0.001027501,0.0001102555,0.0002396085,0.0001295373,0.0001147314,0.002008636,0.004461291],"genre_scores_gemma":[0.9942747,0.005170664,0.0003179786,0.00006601964,0.00006836463,0.00002054289,0.00004153552,0.00002106257,0.00001916034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6918139,"threshold_uncertainty_score":0.7256565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390101541","doi":"10.1016/j.diggeo.2023.100076","title":"Work sucks, I know: Instagram as a platform for young people's labour grievances","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Emotional Labor in Professions","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":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Grievance; Complaint; Harassment; Context (archaeology); Work (physics); Politics; Public relations; Political science; Business; Sociology; Engineering; Law; History","authors":[{"name":"Diandra Ships","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01517956607445685,"gpt":0.2970183601479333,"spread":0.2818387940734765,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004887547,0.000141231,0.0001663125,0.00005878563,0.001479654,0.0003667297,0.0002078275,0.0001783625,0.00002436707],"category_scores_gemma":[0.0002133896,0.0001295452,0.0003294205,0.001668501,0.0004134619,0.0007722525,0.00009029306,0.0001587826,0.00002775199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002126718,"about_ca_system_score_gemma":0.0001202691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002575821,"about_ca_topic_score_gemma":0.0004271498,"domain_scores_codex":[0.9986212,0.0000212081,0.0001820149,0.0002913853,0.0003836096,0.0005006015],"domain_scores_gemma":[0.9990213,0.0004552608,0.00007014083,0.0001165595,0.0001619725,0.0001748044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002598748,0.00009745703,0.4204125,0.00005980648,0.0001262015,0.000001342865,0.03486897,0.000004239156,0.000003008016,0.5127124,0.01218061,0.0195075],"study_design_scores_gemma":[0.0005212663,0.0001039179,0.3787465,0.0001023011,0.00002503453,9.050979e-7,0.07717747,0.00001418288,0.00000609642,0.1964624,0.3464121,0.0004278407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475446,0.0004413086,0.00005157786,0.001273743,0.000772136,0.0004919605,0.0003567622,0.000398479,0.04866944],"genre_scores_gemma":[0.9925522,0.001516689,0.0002447476,0.0002078241,0.0002405028,0.00009460749,0.0001273001,0.00001491331,0.00500122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3342315,"threshold_uncertainty_score":0.9998203,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385619591","doi":"10.1016/j.diggeo.2023.100065","title":"Plural relational green space values for whom, when, and where? – A social media approach","year":2023,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver Community College; University of British Columbia","funders":"European Research Council; Agència de Gestió d'Ajuts Universitaris i de Recerca; German-Israeli Foundation for Scientific Research and Development","keywords":"Recreation; Geography; Social media; Plural; Value (mathematics); Sociology; Psychology; Ecology; Computer science; World Wide Web","authors":[{"name":"Fulvia Calcagni","is_ca":false},{"name":"James J. Connolly","is_ca":true},{"name":"Johannes Langemeyer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02093244073278099,"gpt":0.2252916373457484,"spread":0.2043591966129674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001930162,0.0001310324,0.000145342,0.00002434154,0.0005500533,0.0001265225,0.00006920283,0.0001151716,0.00002616766],"category_scores_gemma":[0.000009624687,0.0001190836,0.0001754493,0.0002421578,0.0005454756,0.0004271643,0.000117982,0.0001059595,0.00001375184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001552998,"about_ca_system_score_gemma":0.0000101529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001503578,"about_ca_topic_score_gemma":0.00009177638,"domain_scores_codex":[0.9990094,0.00001134666,0.0001199625,0.0003080807,0.000238564,0.0003126202],"domain_scores_gemma":[0.9996286,0.0001228921,0.00004724586,0.00006954424,0.000009511602,0.0001222263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001576138,0.00003693584,0.9149283,0.00005318828,0.00004337558,4.763222e-7,0.01673072,0.000003783656,0.00001262189,0.001926849,0.05967387,0.006574177],"study_design_scores_gemma":[0.0006738027,0.0000596652,0.9513508,0.00000786489,0.00002408056,0.000002634417,0.004515013,0.002350697,0.000001073016,0.02016152,0.02059273,0.0002601409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911423,0.0003266891,0.0007034076,0.002278716,0.00006452245,0.0003507737,0.0002569211,0.0001402411,0.004736441],"genre_scores_gemma":[0.9939476,0.0002217348,0.003183949,0.000341828,0.0002467481,0.00005154765,0.0002285536,0.00002391807,0.001754149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03908115,"threshold_uncertainty_score":0.4856087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414104563","doi":"10.1016/j.diggeo.2025.100141","title":"Technology mediated care as infrastructure: the role of social media in supporting international migrants settling in New Zealand small towns","year":2025,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Social media; Service (business); New media; Host (biology); Service provider; Best practice","authors":[{"name":"Bahamin Badihi","is_ca":false},{"name":"Etienne Nel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003179144059478787,"gpt":0.2390054229917541,"spread":0.2358262789322754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001796374,0.00007647988,0.0001243476,0.0001379512,0.0001252897,0.0000795543,0.0001646099,0.0001764094,0.00001613739],"category_scores_gemma":[0.0002018917,0.0000647093,0.00009144356,0.0009047979,0.0002850686,0.0001156058,0.00005118834,0.000189718,2.360438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002499177,"about_ca_system_score_gemma":0.0001933636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006581483,"about_ca_topic_score_gemma":0.02557521,"domain_scores_codex":[0.9992722,0.00002438534,0.0002276568,0.0001390088,0.0001502509,0.0001864589],"domain_scores_gemma":[0.9996409,0.0001265672,0.00008311203,0.00004800453,0.00007056435,0.00003086531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007507987,0.00001640644,0.7532008,0.000005272054,0.00002746178,8.059848e-7,0.1993898,0.00000906798,0.00002196402,0.01614186,0.0001551446,0.03102389],"study_design_scores_gemma":[0.0008787998,0.00001295052,0.3355271,0.00004966975,0.00001249488,4.981011e-7,0.5778359,0.0004109767,0.00003292346,0.0397598,0.04530818,0.0001707108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917403,0.0003303684,0.000007256735,0.0016537,0.00009633959,0.0001098417,0.00005959203,0.00002534428,0.005977199],"genre_scores_gemma":[0.9994434,0.0001815455,0.00004494649,0.0001391574,0.00003316899,0.000003731089,0.00006931089,0.00000296254,0.0000817871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4176737,"threshold_uncertainty_score":0.9922055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398147765","doi":"10.1016/j.diggeo.2024.100091","title":"Digital and analogue spaces of care: How older adults are redefining care practices in the COVID-19 pandemic","year":2024,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Ottawa","funders":"National Institute of Environmental Health Sciences","keywords":"Pandemic; Social distance; Vulnerability (computing); Negotiation; Health care; Digital health; Intersectionality; Coronavirus disease 2019 (COVID-19); Public relations; Internet privacy; Political science; Sociology; Psychology; Medicine; Gender studies; Computer security; Computer science; Social science","authors":[{"name":"Christine Gibb","is_ca":true},{"name":"Gabriella Meltzer","is_ca":false},{"name":"Nnenia Campbell","is_ca":false},{"name":"Alice Fothergill","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03332310382225125,"gpt":0.3361057467092201,"spread":0.3027826428869689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576493,0.0001286967,0.0002076473,0.00008894712,0.00009235901,0.0002389839,0.00004504717,0.0000766597,0.00000235386],"category_scores_gemma":[0.0001743996,0.0000867764,0.0001168706,0.0004006712,0.0001772876,0.0004490392,0.00002920135,0.0002065879,1.886019e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002022771,"about_ca_system_score_gemma":0.00008127152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269437,"about_ca_topic_score_gemma":0.00006928692,"domain_scores_codex":[0.9991045,0.00001996178,0.0001910502,0.000263626,0.0002332403,0.0001876475],"domain_scores_gemma":[0.999247,0.000319884,0.0001490594,0.0001100447,0.0000587635,0.000115282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004406999,0.00002182982,0.8977829,0.001947923,0.00006001075,0.00001907734,0.05177552,1.255769e-7,0.000001914357,0.00007044902,0.001185191,0.04709097],"study_design_scores_gemma":[0.001357161,0.000495615,0.4386849,0.0004140402,0.00009585883,0.00009344174,0.5278658,0.00001835893,0.000003727617,0.00006811628,0.0307779,0.0001251928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778814,0.0171297,0.00002296931,0.003361122,0.00004786669,0.0003730963,0.0003169701,0.00004979477,0.0008170746],"genre_scores_gemma":[0.996787,0.001589362,0.00003867975,0.001096868,0.00007157634,0.0000209398,0.0003766007,0.000009008859,0.000009953835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4760902,"threshold_uncertainty_score":0.3538639,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116420067","doi":"10.1016/j.diggeo.2025.100154","title":"Towards planetary-intimate social media research","year":2025,"lang":"en","type":"article","venue":"Digital Geography and Society","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Social media; Conceptualization; Embodied cognition; Context (archaeology); Social transformation; Power (physics); Social philosophy","authors":[{"name":"Elisabeth Militz","is_ca":false},{"name":"Marlene Benzinger","is_ca":false},{"name":"Roberta Hawkins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04440389144639816,"gpt":0.3414287278832133,"spread":0.2970248364368151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001017286,0.000119723,0.0001808827,0.00009963696,0.001273797,0.0003793206,0.000238698,0.0002234597,0.00004518147],"category_scores_gemma":[0.0001563728,0.0001153358,0.0002556501,0.0007584578,0.001331912,0.0002621141,0.0001060433,0.0003111779,0.00001357458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002234944,"about_ca_system_score_gemma":0.0002298112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002614429,"about_ca_topic_score_gemma":0.0001026182,"domain_scores_codex":[0.9982845,0.00008576019,0.0001622984,0.0002950117,0.0005750438,0.0005973967],"domain_scores_gemma":[0.9992387,0.0003207691,0.0000283337,0.0001053891,0.0001365213,0.0001703403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004067108,0.0002281332,0.05905021,0.0001316085,0.0003239437,0.00001181605,0.4708638,3.436053e-7,0.00001948872,0.1347553,0.129706,0.2048686],"study_design_scores_gemma":[0.0006930404,0.00003786924,0.1759467,0.00003581744,0.00003703577,7.299565e-7,0.3135521,0.000009943768,0.00003728595,0.06334867,0.4459545,0.0003462501],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3801073,0.00119113,0.00005401922,0.0019679,0.0007543576,0.0002617715,0.0001432148,0.0001642633,0.6153561],"genre_scores_gemma":[0.9971414,0.001180929,0.00008684893,0.0003082527,0.000340096,0.00001457176,0.00006657949,0.000006329569,0.0008550565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6170341,"threshold_uncertainty_score":0.9797146,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}