{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"68295e529d02","filters":{"venue":"Geo Geography and Environment"}},"results":[{"id":"W2139126288","doi":"10.1002/geo2.8","title":"Towards a study of information geographies: (im)mutable augmentations and a mapping of the geographies of information","year":2015,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":178,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"European Research Council; International Development Research Centre","keywords":"Representation (politics); Bespoke; Politics; Sociology; Narrative; Economic geography; Data science; Geography; Computer science; Linguistics; Political science","authors":[{"name":"Mark Graham","is_ca":false},{"name":"Stefano De Sabbata","is_ca":false},{"name":"Matthew Zook","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01712492145570612,"gpt":0.2270120481101987,"spread":0.2098871266544926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004944243,0.0005864473,0.0004802416,0.006370446,0.004483106,0.01462642,0.001415625,0.002180654,0.003701572],"category_scores_gemma":[0.01132345,0.0005903333,0.0004947048,0.009712378,0.04802031,0.03301272,0.00833205,0.003682978,0.0005223856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004340912,"about_ca_system_score_gemma":0.002608755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006206899,"about_ca_topic_score_gemma":0.004435902,"domain_scores_codex":[0.9950611,0.003455654,0.0001320149,0.0005145115,0.0005380767,0.0002985868],"domain_scores_gemma":[0.9880606,0.007675929,0.001429419,0.001981446,0.0005120498,0.0003405573],"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":[0.000007994021,0.000005654156,0.00136505,0.00005105545,0.000004454526,0.00007498556,0.03908947,0.0003673349,0.000201836,0.9512808,0.0004084785,0.007142884],"study_design_scores_gemma":[0.000007846519,0.00002553505,0.004628429,0.000254408,0.0000140223,0.0004155956,0.08780101,0.002996393,0.0004699557,0.8230847,0.08027518,0.00002683585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2815421,0.009264535,0.3537208,0.04140603,0.0003437295,0.0002326027,0.0007294262,0.0004468054,0.312314],"genre_scores_gemma":[0.9682559,0.001872635,0.02483462,0.0003313571,0.0001182483,0.0001360276,0.0001143794,0.0001072676,0.004229615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01462642,"threshold_uncertainty_score":0.03149569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2135803128","doi":"10.1002/geo2.10","title":"The epistemology(s) of volunteered geographic information: a critique","year":2015,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Engineering and Physical Sciences Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Volunteered geographic information; Geospatial analysis; Citizen journalism; Epistemology; Scholarship; Sociology; Field (mathematics); Data science; Geography; Computer science; Political science; Cartography; Philosophy; World Wide Web; Law; Mathematics","authors":[{"name":"Renée Sieber","is_ca":true},{"name":"Muki Haklay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01260693885031602,"gpt":0.2338926864857837,"spread":0.2212857476354677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03561734,0.0008848744,0.001606836,0.006507093,0.009664815,0.02273928,0.004797254,0.01356131,0.002647597],"category_scores_gemma":[0.04972746,0.0006473862,0.001252961,0.007354618,0.1380872,0.03636002,0.01305424,0.01588475,0.0006964901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01198892,"about_ca_system_score_gemma":0.01307976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007900381,"about_ca_topic_score_gemma":0.00431554,"domain_scores_codex":[0.9577256,0.02926557,0.001400835,0.003591404,0.007054992,0.0009614932],"domain_scores_gemma":[0.8989891,0.08606823,0.00245494,0.005544736,0.005317652,0.001625274],"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":[0.000005465967,0.000006974403,0.00007265312,0.00007991333,0.000002977951,0.00002667999,0.01002677,0.0001285266,0.0000181194,0.9818043,0.004545736,0.003281927],"study_design_scores_gemma":[0.00001383549,0.000008688363,0.00008963524,0.0003239977,0.000003539342,0.00007095628,0.008780468,0.0005665546,0.00006824418,0.9118654,0.07819667,0.00001195768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.017641,0.01766909,0.05008474,0.8089873,0.00296579,0.00005493722,0.0001769194,0.0001141209,0.1023062],"genre_scores_gemma":[0.8911506,0.01801903,0.01940326,0.05093772,0.008578369,0.000429369,0.0001706595,0.0003155789,0.01099543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9903352,"threshold_uncertainty_score":0.1883647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898624874","doi":"10.1002/geo2.61","title":"Practicing environmental data justice: From DataRescue to Data Together","year":2018,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; University of Toronto","funders":"University of Toronto","keywords":"Stewardship (theology); Grassroots; Data governance; Environmental justice; Environmental governance; Environmental data; Political science; Public relations; Scholarship; Environmental studies; Corporate governance; Environmental stewardship; Government (linguistics); Politics; Environmental resource management; Public administration; Business; Data quality; Economics","authors":[{"name":"Dawn Walker","is_ca":true},{"name":"Eric Nost","is_ca":true},{"name":"Aaron Lemelin","is_ca":false},{"name":"Rebecca Lave","is_ca":false},{"name":"Lindsey Dillon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06460574986518894,"gpt":0.3131036009450059,"spread":0.248497851079817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.2056735,0.0007547264,0.001357432,0.005218034,0.03556592,0.05579296,0.0061191,0.01641933,0.007527676],"category_scores_gemma":[0.2575314,0.001446966,0.001114414,0.007089339,0.1354078,0.08480871,0.07163333,0.03426927,0.001848807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01495216,"about_ca_system_score_gemma":0.05048114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008828876,"about_ca_topic_score_gemma":0.01275824,"domain_scores_codex":[0.753051,0.1864898,0.008168655,0.01518307,0.0266324,0.01047499],"domain_scores_gemma":[0.6361318,0.252717,0.01252306,0.04630171,0.02602857,0.02629788],"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":[0.0000309308,0.000092672,0.002673551,0.0002671079,0.0000309452,0.000305219,0.195538,0.0001897466,0.0002988802,0.6932068,0.04914298,0.05822315],"study_design_scores_gemma":[0.00002272825,0.00004501442,0.0007909398,0.0009648126,0.00001472921,0.0002159913,0.1512244,0.0003639284,0.0006768939,0.4702837,0.3753301,0.00006683733],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02614982,0.004734746,0.05686252,0.8426225,0.002244734,0.0001630965,0.00008002752,0.0002574579,0.06688506],"genre_scores_gemma":[0.7586432,0.004963389,0.04955728,0.1699757,0.001549605,0.000552067,0.0002123509,0.0008430935,0.01370326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9938809,"threshold_uncertainty_score":0.979546,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3004908371","doi":"10.1002/geo2.86","title":"Planet of fixers? Mapping the middle grounds of independent and do‐it‐yourself information and communication technology maintenance and repair","year":2020,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Mobile Crowdsensing and Crowdsourcing","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Information and Communications Technology; The Internet; Population; Analytics; Distribution (mathematics); Data science; Geography; World Wide Web; Computer science; Sociology","authors":[{"name":"Josh Lepawsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01282516403870596,"gpt":0.162980455271461,"spread":0.1501552912327551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008824373,0.0001452078,0.0002867001,0.004789311,0.001199494,0.003259629,0.0005362922,0.0006319733,0.004820133],"category_scores_gemma":[0.006226642,0.000270155,0.0002500525,0.006992158,0.001934413,0.00674155,0.002606911,0.0006345532,0.0009537221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008438138,"about_ca_system_score_gemma":0.0005641062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01968639,"about_ca_topic_score_gemma":0.03201481,"domain_scores_codex":[0.9991199,0.0002182875,0.00006133389,0.000254446,0.0001854773,0.0001605523],"domain_scores_gemma":[0.9961718,0.00159267,0.001248102,0.0003486264,0.0003966798,0.0002422083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002704705,0.00006150897,0.7005948,0.0006135621,0.000115516,0.0009223259,0.1540118,0.0005441227,0.002035321,0.0253019,0.01039404,0.1051346],"study_design_scores_gemma":[0.000009875951,0.00006372056,0.6785349,0.0004076143,0.00004347981,0.0007413186,0.2530129,0.001176533,0.000774093,0.005179057,0.05999892,0.00005752546],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795497,0.001031028,0.002509231,0.00124583,0.00002382436,0.00002599211,0.002697921,0.00004083604,0.01287556],"genre_scores_gemma":[0.9964871,0.0004253229,0.001170004,0.00009317806,0.00001119096,0.00003193949,0.0007617377,0.00003381158,0.0009857035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01968639,"threshold_uncertainty_score":0.03914362,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226136734","doi":"10.1002/geo2.106","title":"The love of nature: Imaginary environments and the production of ontological security in postnatural times","year":2022,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft","keywords":"The Imaginary; Psychic; Anthropocene; Psychoanalytic theory; Fantasy; Consciousness; Everyday life; Argument (complex analysis); Sociology; Scholarship; Epistemology; Aesthetics; Environmental ethics; Psychoanalysis; Psychology; Philosophy; Political science; Art; Law","authors":[{"name":"Lucas Pohl","is_ca":false},{"name":"Ilse Helbrecht","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004835124349235536,"gpt":0.232729475875132,"spread":0.2278943515258964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004753999,0.0003993817,0.0004147065,0.001586587,0.02695696,0.01511052,0.001285222,0.002425045,0.004099842],"category_scores_gemma":[0.005725733,0.0003802483,0.0002099455,0.001558287,0.1044591,0.006159577,0.01106459,0.005685276,0.0002291936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0188041,"about_ca_system_score_gemma":0.005970556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0867976,"about_ca_topic_score_gemma":0.1356748,"domain_scores_codex":[0.9940064,0.004020851,0.00008692261,0.0003119693,0.0007042892,0.000869506],"domain_scores_gemma":[0.9935244,0.002660246,0.0009350986,0.0006412402,0.0007603389,0.001478612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002859862,0.00002299033,0.001307424,0.00002957994,0.000004896418,0.0006304045,0.7550977,0.0001051006,0.000299792,0.2396078,0.0008687697,0.001997012],"study_design_scores_gemma":[0.00001019841,0.00002450015,0.004599344,0.0001458535,0.000006906171,0.000417169,0.8285372,0.0003462178,0.0003456748,0.06689189,0.09862311,0.00005188305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7716869,0.001342706,0.005536383,0.01274143,0.0002321283,0.00002474932,0.00003293142,0.00003196648,0.2083709],"genre_scores_gemma":[0.99768,0.00009075656,0.0001302034,0.0001094752,0.00001322887,0.000004418882,0.000004616028,0.00001039072,0.00195687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0867976,"threshold_uncertainty_score":0.1725848,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385899453","doi":"10.1002/geo2.127","title":"Exploring the relationship between bird diversity and anxiety and mood disorder hospitalisation rates","year":2023,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Environment and Climate Change Canada","keywords":"Anxiety; Mental health; Mood; Diversity (politics); Context (archaeology); Biodiversity; Affect (linguistics); Ecology; Psychology; Geography; Clinical psychology; Medicine; Psychiatry; Biology; Sociology","authors":[{"name":"Rachel T. Buxton","is_ca":true},{"name":"Amber L. Pearson","is_ca":false},{"name":"Hsien‐Yung Lin","is_ca":true},{"name":"Jonnell C. Sanciangco","is_ca":false},{"name":"Joseph Bennett","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05641313477170041,"gpt":0.2212068877567952,"spread":0.1647937529850948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005558297,0.0001449697,0.0001435923,0.0007278915,0.000464131,0.0005334418,0.0002674846,0.0002549977,0.002722865],"category_scores_gemma":[0.002841214,0.000118036,0.0003475711,0.0006521742,0.0002379035,0.0003996201,0.0005446808,0.0004088698,0.0001534147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000366795,"about_ca_system_score_gemma":0.0002256247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02645165,"about_ca_topic_score_gemma":0.06692933,"domain_scores_codex":[0.999633,0.0001620237,0.00002411349,0.00007055653,0.00004554581,0.00006490569],"domain_scores_gemma":[0.9978614,0.0005679352,0.0008688415,0.0001070549,0.0002173068,0.0003773892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002102739,0.00001495577,0.9985071,0.000006579997,0.00005883016,0.00000820793,0.00007626473,0.00005352181,0.00008448227,0.00002125131,0.00008186045,0.001065798],"study_design_scores_gemma":[5.885489e-7,0.00002488845,0.9994596,0.000004553337,0.0000117182,0.00001354195,0.0002469412,0.000108622,0.00002111408,0.00002076102,0.00008644504,0.000001163073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985483,0.0001045061,0.0001785968,0.0001067723,0.000005461085,0.000005925911,0.0004602082,0.000002810962,0.0005874662],"genre_scores_gemma":[0.9994189,0.00003781922,0.0001586111,0.00002206819,0.000005295528,0.000006846932,0.0001915022,8.752612e-7,0.0001582502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02645165,"threshold_uncertainty_score":0.05259538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393983535","doi":"10.1002/geo2.138","title":"Governing AI, governing climate change?","year":2024,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Climate change; Political science; Environmental resource management; Environmental science; Geology; Oceanography","authors":[{"name":"Eric Nost","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006510053501450864,"gpt":0.1660360896217048,"spread":0.1595260361202539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007427662,0.0003474673,0.0004560774,0.0007322431,0.003520197,0.009767807,0.001356433,0.005732293,0.009018115],"category_scores_gemma":[0.009357437,0.0001994302,0.0003165458,0.0009899008,0.02835733,0.01120848,0.003705311,0.00850465,0.001293913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008343744,"about_ca_system_score_gemma":0.005995556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01248973,"about_ca_topic_score_gemma":0.00694062,"domain_scores_codex":[0.9958429,0.002445658,0.0001375636,0.0005021313,0.0005599018,0.000511834],"domain_scores_gemma":[0.994304,0.00317156,0.0003592189,0.0006567827,0.0009386264,0.0005697676],"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":[0.000005863545,0.000008104814,0.0001222823,0.00003260228,0.000002630046,0.00001991032,0.0008286067,0.0002887632,0.0000473554,0.9853435,0.01026887,0.003031431],"study_design_scores_gemma":[0.000005239773,0.000009423222,0.0001851244,0.0001936647,0.000004527179,0.00002081123,0.002176701,0.0006426861,0.0002216547,0.8379706,0.1585589,0.00001070293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009964525,0.01968546,0.01703986,0.7420634,0.003952703,0.00003246234,0.0001006776,0.0001300426,0.2070309],"genre_scores_gemma":[0.8573235,0.01774928,0.004836778,0.06907052,0.00337293,0.000107683,0.0001022022,0.0001264972,0.04731068],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01248973,"threshold_uncertainty_score":0.06053835,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321787473","doi":"10.1002/geo2.118","title":"Understanding governance barriers and enablers for municipal and regional transition towards sustainability—Presenting a comprehensive diagnostic tool based on six case studies in Sweden","year":2023,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Acadia University","funders":"European Observation Network for Territorial Development and Cohesion; Interreg; Region Blekinge; Region Jönköpings läns","keywords":"Sustainability; Reductionism; Corporate governance; Process management; Knowledge management; Perspective (graphical); Work (physics); Action (physics); Business; Core (optical fiber); Political science; Management science; Computer science; Engineering","authors":[{"name":"Lisa Wälitalo","is_ca":false},{"name":"Edith Callaghan","is_ca":true},{"name":"Karl‐Henrik Robèrt","is_ca":false},{"name":"Göran Broman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08562903020139116,"gpt":0.2883186601752617,"spread":0.2026896299738705,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008998486,0.0004204954,0.0004220769,0.004105351,0.002887856,0.004343634,0.0008204569,0.0009616402,0.001192786],"category_scores_gemma":[0.00886998,0.0003397846,0.0004506409,0.003809659,0.003312824,0.002450652,0.004292934,0.0008975335,0.0001094567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005724129,"about_ca_system_score_gemma":0.003214265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01712365,"about_ca_topic_score_gemma":0.03300052,"domain_scores_codex":[0.9944277,0.003965408,0.0003346947,0.0002446108,0.0004432076,0.0005843861],"domain_scores_gemma":[0.9880971,0.008815874,0.001200149,0.0005488215,0.0009934577,0.0003446536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002089046,0.0004109246,0.251682,0.001277395,0.0000910592,0.006614679,0.6340991,0.003700239,0.003232167,0.02043236,0.001222233,0.077029],"study_design_scores_gemma":[0.00001952749,0.0002059948,0.08025655,0.0008517442,0.0000791433,0.0008139291,0.8993859,0.002718895,0.001905686,0.003841562,0.009882498,0.00003865694],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938572,0.0002561044,0.002231365,0.0002279409,0.00000519314,0.0001390226,0.00005000545,0.000007338785,0.003225754],"genre_scores_gemma":[0.9975516,0.0001836479,0.001877291,0.00001266306,0.000001216653,0.00007744143,0.00004076703,0.000002772716,0.0002526492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01712365,"threshold_uncertainty_score":0.04758912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2935607482","doi":"10.1002/geo2.72","title":"Diatom community responses to long‐term multiple stressors at Lake Gusinoye, Siberia","year":2019,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":3,"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":"Russian Science Foundation; Siberian Branch, Russian Academy of Sciences; National Natural Science Foundation of China; Russian Foundation for Basic Research; Royal Geographical Society","keywords":"Diatom; Paleolimnology; Ecology; Climate change; Environmental science; Environmental change; Threatened species; Lake ecosystem; Oceanography; Ecosystem; Geography; Geology; Habitat; Biology","authors":[{"name":"Jennifer Adams","is_ca":true},{"name":"Yumei Peng","is_ca":false},{"name":"Neil L. Rose","is_ca":false},{"name":"А. А. Shchetnikov","is_ca":false},{"name":"Anson W. Mackay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01410502113202695,"gpt":0.2119863261582785,"spread":0.1978813050262516,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002488891,0.0003606289,0.000432121,0.0008497568,0.001371964,0.0006171362,0.0002867373,0.0004504506,0.0007760167],"category_scores_gemma":[0.0003148426,0.0002120098,0.000257373,0.0009872533,0.000546732,0.0004309796,0.001126439,0.00025985,0.0001296174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360971,"about_ca_system_score_gemma":0.0007707223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05430449,"about_ca_topic_score_gemma":0.08062872,"domain_scores_codex":[0.9998879,0.00001414216,0.00001167327,0.00003577321,0.00002457496,0.00002584954],"domain_scores_gemma":[0.9998391,0.00001165783,0.00003674878,0.000009117446,0.00004409273,0.00005929501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000259723,0.00007123371,0.9621318,0.00005888155,0.000158279,0.0003874951,0.002890066,0.0004342399,0.02724193,0.00004814621,0.0001861169,0.006132019],"study_design_scores_gemma":[0.000002717338,0.00001837869,0.999008,0.000002857856,0.00001157115,0.00002197056,0.0004568148,0.0002017055,0.000143476,0.00001367672,0.000116311,0.000002475883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996828,0.00005874903,0.00001596985,0.00001610628,0.000001578765,0.000001438633,0.00008245545,0.000001639987,0.0001393389],"genre_scores_gemma":[0.999481,0.00005164402,0.00003474491,0.00002528127,0.000002425145,0.000005209652,0.0002307661,8.97563e-7,0.0001681045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05430449,"threshold_uncertainty_score":0.1079768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3024567249","doi":"10.1002/geo2.89","title":"Anthropogenically forced change in aquatic ecosystems: Reflections on the use of monitoring, archival and palaeolimnological data to inform conservation","year":2020,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"British Ecological Society; Ecological Society of America","keywords":"Limnology; Aquatic ecosystem; Lake ecosystem; Ecosystem; Session (web analytics); Aquatic science; Environmental resource management; Freshwater ecosystem; Regime shift; Ecology; Marine ecosystem; Geography; Environmental science; Computer science; Biology","authors":[{"name":"Lucy Roberts","is_ca":false},{"name":"Isabel Bishop","is_ca":false},{"name":"Jennifer Adams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1901728653057919,"gpt":0.2927989181158847,"spread":0.1026260528100927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07521477,0.000514487,0.0004538603,0.003272293,0.00368385,0.01248092,0.002627647,0.004765322,0.001460458],"category_scores_gemma":[0.05744858,0.0005833638,0.0004512354,0.005659514,0.03524338,0.01890824,0.008183013,0.00935875,0.0001741691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008012047,"about_ca_system_score_gemma":0.008160859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02831328,"about_ca_topic_score_gemma":0.05774577,"domain_scores_codex":[0.9798022,0.01239952,0.001418613,0.001605193,0.00362185,0.001152606],"domain_scores_gemma":[0.831913,0.1420879,0.005560501,0.007532982,0.01160329,0.001302382],"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":[0.00009184643,0.00008656963,0.02609285,0.002366858,0.0001089841,0.0004255539,0.1772564,0.0008773025,0.001560364,0.2590482,0.1047501,0.4273351],"study_design_scores_gemma":[0.000007888779,0.00008112913,0.02205797,0.005244806,0.00003280678,0.0004035778,0.1058216,0.0006026306,0.001392087,0.06106104,0.8031499,0.0001446564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03106396,0.1831822,0.01376383,0.7352776,0.006394736,0.00006837447,0.0004452703,0.00005724332,0.02974679],"genre_scores_gemma":[0.6260797,0.2297296,0.02591702,0.09866063,0.01123323,0.0003460573,0.0003842147,0.0003607873,0.007288816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07521477,"threshold_uncertainty_score":0.3977785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390952173","doi":"10.1002/geo2.132","title":"A labour of love: Cross‐cultural research collaboration between Australia and Indonesia","year":2024,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Infection and Immunity","funders":"University of Tasmania; Australian Government","keywords":"Negotiation; Indonesian; Discipline; Cross-cultural; Set (abstract data type); Adaptation (eye); Cross disciplinary; Exploratory research; Public relations; Sociology; Psychology; Political science; Social science; Data science; Computer science","authors":[{"name":"Russell Warman","is_ca":false},{"name":"Phillipa Watson","is_ca":false},{"name":"Pam Allen","is_ca":false},{"name":"Harriot Beazley","is_ca":false},{"name":"Ahmad Junaidi","is_ca":false},{"name":"Jamee Newland","is_ca":true},{"name":"Rebecca M. B. Harris","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1280118133179427,"gpt":0.3967393914289172,"spread":0.2687275781109745,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06330648,0.0004686657,0.001471111,0.0017092,0.02218065,0.01441861,0.002356228,0.001938632,0.002767147],"category_scores_gemma":[0.04014521,0.0009601305,0.0004374131,0.002197588,0.01882178,0.01169785,0.02427135,0.005549257,0.0004116946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006063146,"about_ca_system_score_gemma":0.01661079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287943,"about_ca_topic_score_gemma":0.0206995,"domain_scores_codex":[0.9116575,0.07700341,0.001801107,0.002542347,0.003657522,0.003338094],"domain_scores_gemma":[0.9286604,0.04530442,0.004191532,0.005489218,0.004785494,0.01156895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001824912,0.00004340224,0.003648035,0.0001188779,0.00001272743,0.0007095808,0.9862601,0.00002874689,0.0003735814,0.002066944,0.0003110663,0.006408695],"study_design_scores_gemma":[0.00000330631,0.00004633011,0.004299791,0.0002856866,0.000009014221,0.0004294156,0.9826006,0.0001304904,0.0002159443,0.001554635,0.0104037,0.00002099796],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581727,0.003142243,0.004877349,0.01142458,0.0002404306,0.0002476901,0.00002739216,0.00003275237,0.02183484],"genre_scores_gemma":[0.994199,0.0008186558,0.002009952,0.0009597815,0.0000227392,0.0001165891,0.000009599494,0.00002785396,0.00183587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06330648,"threshold_uncertainty_score":0.3348007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416571918","doi":"10.1002/geo2.70040","title":"Place‐Based Sustainability Transformations for Just Futures: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Sustainability; Equity (law); Transformative learning; Environmental justice; Social sustainability; Ambiguity; Climate justice; Intergenerational equity; Sustainability science","authors":[{"name":"Katie Keddie","is_ca":false},{"name":"Sam Beaver","is_ca":false},{"name":"Elizabeth A. Law","is_ca":false},{"name":"Christopher D. Ives","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007093068367052219,"gpt":0.2358360978449472,"spread":0.228743029477895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01135913,0.001145185,0.003577777,0.01425144,0.0008345541,0.00383588,0.001712437,0.001975495,0.007323225],"category_scores_gemma":[0.05826489,0.0007661986,0.005609582,0.01690252,0.001303342,0.004214191,0.002468605,0.001431134,0.000486194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00405207,"about_ca_system_score_gemma":0.01941162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00734984,"about_ca_topic_score_gemma":0.02610044,"domain_scores_codex":[0.9914883,0.003345461,0.002676662,0.0005823832,0.001623263,0.0002838694],"domain_scores_gemma":[0.9563603,0.03328241,0.005591366,0.0007838925,0.003588828,0.0003932408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008671937,0.00002308503,0.001175603,0.8922752,0.002885458,0.0001501213,0.0008313055,0.0002135722,0.0001235374,0.002237079,0.004449898,0.09554838],"study_design_scores_gemma":[0.0000451731,0.00005449144,0.00235738,0.9446812,0.009081383,0.000224508,0.0008494972,0.0000728126,0.00009549802,0.001058125,0.04145205,0.00002794624],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001228959,0.9958543,0.0004546576,0.0006953389,0.0001715337,0.0003107674,0.0004962914,0.00001079874,0.0007773802],"genre_scores_gemma":[0.0205721,0.9765384,0.001135181,0.000613027,0.00007482624,0.000584454,0.0003047193,0.000007547991,0.0001696895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01425144,"threshold_uncertainty_score":0.06007361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410922402","doi":"10.1002/geo2.70010","title":"Minecraft's territory: Alberta's oil sands, settler knowledge infrastructure and digital geographies","year":2025,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Oil sands; Archaeology; Geography","authors":[{"name":"Jeremy J. Schmidt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004515148868529875,"gpt":0.2294029939826922,"spread":0.2248878451141623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006682522,0.0001204494,0.0001253315,0.001564449,0.004510825,0.007576399,0.0005763409,0.0005214327,0.004525168],"category_scores_gemma":[0.002421409,0.0001080365,0.0001110371,0.003301269,0.01169283,0.001907411,0.003012075,0.0007697495,0.0001292027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0169789,"about_ca_system_score_gemma":0.01484217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.882845,"about_ca_topic_score_gemma":0.9462816,"domain_scores_codex":[0.9995228,0.0001377702,0.000009239397,0.00005352519,0.000157843,0.0001187303],"domain_scores_gemma":[0.9986424,0.0005554906,0.0001892325,0.00009510064,0.0002402867,0.0002774554],"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":[0.00008184695,0.00007664927,0.1436574,0.0001226616,0.00005549043,0.001038452,0.1320839,0.003026654,0.0006147608,0.6185166,0.01687931,0.08384615],"study_design_scores_gemma":[0.00001489334,0.00003428781,0.2272899,0.0005043093,0.00006416481,0.000322689,0.4179875,0.00252278,0.0005074028,0.07816287,0.27251,0.00007920215],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6730061,0.001812499,0.002441009,0.0142424,0.00007231188,0.00001990343,0.0004607603,0.00004270928,0.3079023],"genre_scores_gemma":[0.9942725,0.0005060887,0.0003235099,0.0001247615,0.000006711456,0.000003481485,0.00006307762,0.000004973329,0.004694874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117155,"threshold_uncertainty_score":0.2356898,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2792503037","doi":"10.1002/geo2.47","title":"New digital developments for <scp>RGS</scp>‐<scp>IBG</scp> journals in 2018","year":2018,"lang":"en","type":"article","venue":"Geo Geography and Environment","topic":"Geographic Information Systems 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":false},"ca_institutions":"Kensington Health","funders":"","keywords":"Publication; Discoverability; Publishing; World Wide Web; Disk formatting; Computer science; Library science; Advertising; Political science; Business","authors":[{"name":"Fiona Nash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01905304876139492,"gpt":0.2476723605410071,"spread":0.2286193117796122,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008694366,0.001028984,0.001006919,0.00704752,0.003604707,0.02378298,0.002411665,0.006372435,0.3214574],"category_scores_gemma":[0.03509696,0.0007683738,0.001401116,0.006946492,0.003200246,0.01399831,0.008011838,0.005573521,0.3113859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005506981,"about_ca_system_score_gemma":0.0135222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913386,"about_ca_topic_score_gemma":0.006259477,"domain_scores_codex":[0.9902948,0.0007023067,0.0007983887,0.000658617,0.006541519,0.001004372],"domain_scores_gemma":[0.9560105,0.00491656,0.002196026,0.004334014,0.01563329,0.0169096],"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":[0.00001930059,0.00002531347,0.00009912741,0.000198781,0.000002885668,0.000101187,0.00009802076,0.00004183619,0.0003983458,0.01192035,0.9265193,0.06057559],"study_design_scores_gemma":[0.000002005792,0.000004985895,0.0001133502,0.00007109778,8.981603e-7,0.00004782679,0.00004359832,0.00001207033,0.00007289635,0.001124997,0.9985012,0.000005183859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002262773,0.01890735,0.006167107,0.1324332,0.1501306,0.0003614005,0.009054753,0.01013019,0.6705527],"genre_scores_gemma":[0.005064862,0.01172214,0.00988175,0.02057803,0.02561151,0.0002496962,0.006061581,0.003520292,0.9173102],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.976217,"threshold_uncertainty_score":0.9678587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}