{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"a14a2b1b46a7","filters":{"venue":"One Ecosystem"}},"results":[{"id":"W2611775912","doi":"10.3897/oneeco.2.e12290","title":"Marine and Coastal Cultural Ecosystem Services: knowledge gaps and research priorities","year":2017,"lang":"en","type":"article","venue":"One Ecosystem","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":164,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"International Council for the Exploration of the Sea","keywords":"Ecosystem services; Marine ecosystem; Sociocultural evolution; Valuation (finance); Millennium Ecosystem Assessment; Geography; Population; Environmental resource management; Ecosystem; Marine habitats; Natural capital; Habitat; Ecology; Business; Political science; Sociology; Environmental science","authors":[{"name":"João Garcia Rodrigues","is_ca":false},{"name":"Alexis Conides","is_ca":false},{"name":"Susana Rivero Rodríguez","is_ca":false},{"name":"Saša Raicevich","is_ca":false},{"name":"Pablo Pita","is_ca":false},{"name":"Kristin M. Kleisner","is_ca":false},{"name":"Cristina Pita","is_ca":false},{"name":"Priscila F. M. Lopes","is_ca":false},{"name":"Virginia Alonso Roldán","is_ca":false},{"name":"Sandra Ramos","is_ca":false},{"name":"Dimitris Klaoudatos","is_ca":false},{"name":"Luís Outeiro","is_ca":false},{"name":"Claire W. Armstrong","is_ca":false},{"name":"Lida Teneva","is_ca":false},{"name":"Stephanie Stefanski","is_ca":false},{"name":"Anne Böhnke-Henrichs","is_ca":false},{"name":"Marion Kruse","is_ca":false},{"name":"Ana I. Lillebø","is_ca":false},{"name":"Elena M. Bennett","is_ca":true},{"name":"Andrea Belgrano","is_ca":false},{"name":"Arantza Murillas","is_ca":false},{"name":"Isabel Sousa‐Pinto","is_ca":false},{"name":"Benjamin Burkhard","is_ca":false},{"name":"Sebastián Villasante","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03405727237099952,"gpt":0.2901873798849816,"spread":0.256130107513982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04231295,0.001105734,0.005104146,0.01469092,0.001609387,0.007584901,0.003433162,0.004965078,0.007714784],"category_scores_gemma":[0.1279078,0.001303445,0.004277356,0.01501447,0.004228243,0.01274939,0.004771399,0.004302982,0.0008526231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007390809,"about_ca_system_score_gemma":0.04586735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02161185,"about_ca_topic_score_gemma":0.0361921,"domain_scores_codex":[0.9779023,0.009334367,0.006546256,0.002184877,0.002721503,0.001310627],"domain_scores_gemma":[0.722242,0.2466956,0.01155883,0.002882158,0.01422884,0.002392667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001781992,0.0001103657,0.005383135,0.6709344,0.001847073,0.0003783911,0.00441409,0.0006541932,0.0002708635,0.01619924,0.01260738,0.2870227],"study_design_scores_gemma":[0.00005059781,0.0001022443,0.007062542,0.8777708,0.004474269,0.0004707425,0.008450322,0.000355387,0.0001414129,0.01264716,0.08839006,0.00008450201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002093804,0.9834709,0.0005532777,0.01181069,0.0004639147,0.00009753185,0.0006112868,0.0000121587,0.0008865166],"genre_scores_gemma":[0.03721523,0.9528322,0.003231349,0.004762053,0.0006344939,0.0004712119,0.000684053,0.00001487916,0.0001546701],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04231295,"threshold_uncertainty_score":0.223775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2918224579","doi":"10.3897/oneeco.4.e31420","title":"Which ecosystems provide which services? A meta-analysis of nine selected ecosystem services assessments","year":2019,"lang":"en","type":"article","venue":"One Ecosystem","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Government of Canada; World Bank Group","keywords":"Ecosystem services; Ecosystem; Typology; Environmental resource management; Ecosystem valuation; Checklist; Ecosystem health; Business; Geography; Ecology; Environmental science; Psychology; Biology","authors":[{"name":"Michael Bordt","is_ca":true},{"name":"Marc Saner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01746752812171532,"gpt":0.243192773789448,"spread":0.2257252456677327,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03987538,0.001581172,0.002236929,0.02407755,0.00109178,0.004007204,0.001506507,0.0006725935,0.001807199],"category_scores_gemma":[0.05307209,0.000677181,0.01467307,0.02203307,0.0007333177,0.002343708,0.003387189,0.00121597,0.0001522974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004651376,"about_ca_system_score_gemma":0.004241027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01513256,"about_ca_topic_score_gemma":0.02626693,"domain_scores_codex":[0.9804914,0.01230849,0.002801145,0.001644511,0.002278198,0.0004763043],"domain_scores_gemma":[0.913435,0.06930113,0.006024532,0.00525055,0.004999066,0.0009897376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002227178,0.0001651506,0.4936207,0.03453733,0.3451259,0.0005657283,0.005338747,0.006380485,0.0020529,0.004282095,0.002384008,0.1033198],"study_design_scores_gemma":[0.0003562831,0.001077276,0.4277563,0.01867829,0.5080709,0.0005892471,0.005855917,0.009172666,0.003285886,0.007368941,0.01752601,0.0002621858],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8135555,0.1296174,0.02655908,0.002231964,0.0001406631,0.0009556055,0.02037027,0.0003420492,0.00622738],"genre_scores_gemma":[0.9699626,0.01093911,0.01418277,0.0001936521,0.00002229359,0.000349727,0.004079541,0.00008440104,0.0001858567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03987538,"threshold_uncertainty_score":0.2108837,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2895789683","doi":"10.3897/oneeco.3.e29306","title":"A critical review of ecosystem accounting and services frameworks","year":2018,"lang":"en","type":"review","venue":"One Ecosystem","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Government of Canada; World Bank Group","keywords":"Ecosystem services; Environmental resource management; Viewpoints; National accounts; Sustainable development; Business; Ecosystem valuation; Conceptual framework; Accounting; Ecosystem; Ecosystem health; Political science; Ecology; Economics; Sociology","authors":[{"name":"Michael Bordt","is_ca":true},{"name":"Marc Saner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02286057660023709,"gpt":0.2820353544799171,"spread":0.25917477787968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007348643,0.001442514,0.001760724,0.01427601,0.001053728,0.003245797,0.002268236,0.001902487,0.003962067],"category_scores_gemma":[0.01976332,0.0005532386,0.001576728,0.02034158,0.00172888,0.004938679,0.00187985,0.00278166,0.000960104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005365219,"about_ca_system_score_gemma":0.01716786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009972651,"about_ca_topic_score_gemma":0.01337674,"domain_scores_codex":[0.996145,0.001022979,0.0008491523,0.0003228747,0.001482036,0.0001779294],"domain_scores_gemma":[0.9887481,0.007062177,0.001204696,0.0002717956,0.00246688,0.0002463815],"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":[0.00004177399,0.00004746293,0.0005136605,0.09117158,0.0002607187,0.0001872671,0.0005207325,0.00135095,0.0003429407,0.07233904,0.08407057,0.7491534],"study_design_scores_gemma":[0.000005001087,0.00002325266,0.00113882,0.0435704,0.0002033532,0.0002884198,0.0002515331,0.0001765723,0.0001214942,0.01221559,0.9419763,0.00002930063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009953567,0.9950513,0.0003986149,0.002351472,0.0003999704,0.00001492886,0.000078191,0.000009414071,0.001596595],"genre_scores_gemma":[0.001557084,0.9963882,0.0006827543,0.000782062,0.0002656107,0.00002674534,0.00008892061,0.000004957266,0.0002037386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01427601,"threshold_uncertainty_score":0.03892761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3083023959","doi":"10.3897/oneeco.5.e55881","title":"An Ecological Approach for Mapping Socio-Economic Data in Support of Ecosystems Analysis: Examples in Mapping Canada’s Forest Ecumene","year":2020,"lang":"en","type":"article","venue":"One Ecosystem","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Canadian Forest Service; Memorial University of Newfoundland; Natural Resources Canada","funders":"","keywords":"Geospatial analysis; Geography; Environmental resource management; Population; Ecosystem; Census; Relation (database); Ecosystem management; Habitat; Ecosystem services; Distribution (mathematics); Natural (archaeology); Data science; Regional science; Cartography; Ecology; Computer science; Data mining; Sociology; Environmental science","authors":[{"name":"B. P. Eddy","is_ca":true},{"name":"Madison Muggridge","is_ca":false},{"name":"Robert LeBlanc","is_ca":true},{"name":"Joanne Osmond","is_ca":true},{"name":"Chelsea Kean","is_ca":true},{"name":"Erica Boyd","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05682020566627569,"gpt":0.2352633992552788,"spread":0.1784431935890032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002432892,0.0004061571,0.000248911,0.007430993,0.003001716,0.003660829,0.001206808,0.0005532844,0.001980409],"category_scores_gemma":[0.006855832,0.0002485064,0.000367603,0.01684292,0.00218731,0.001249248,0.002227312,0.0006696584,0.000198479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008716941,"about_ca_system_score_gemma":0.01095633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7943406,"about_ca_topic_score_gemma":0.9181081,"domain_scores_codex":[0.9985442,0.0005951157,0.00008467351,0.0001238382,0.0005235463,0.0001286666],"domain_scores_gemma":[0.9972248,0.0009085611,0.0001650984,0.0003147301,0.001230926,0.0001559267],"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":[0.00008687334,0.0001245485,0.1712019,0.0007010915,0.0002011304,0.001828332,0.0244723,0.02326105,0.002825131,0.336934,0.01383122,0.4245324],"study_design_scores_gemma":[0.00003532858,0.00004846473,0.3111961,0.0009403591,0.0001225975,0.00180702,0.04714939,0.06224708,0.003282347,0.1214709,0.4514921,0.0002083314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3028113,0.006120933,0.4152463,0.0210763,0.0001720802,0.0006413893,0.008303195,0.0006868122,0.2449416],"genre_scores_gemma":[0.5495036,0.002662816,0.4369797,0.0003748972,0.00002293907,0.0002693012,0.001497837,0.00008868938,0.008600187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2056594,"threshold_uncertainty_score":0.4137412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400059986","doi":"10.3897/oneeco.9.e122079","title":"A GIS methodology for mapping regional and community vitality for Canada using the CanEcumene 3.0 Geodatabase with census data","year":2024,"lang":"en","type":"article","venue":"One Ecosystem","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Memorial University of Newfoundland; Natural Resources Canada","funders":"Canadian Forest Service; Natural Resources Canada; U.S. Forest Service","keywords":"Census; Vitality; Geography; Regional science; Spatial database; Geographic information system; Cartography; Database; Environmental planning; Spatial analysis; Computer science; Remote sensing; Sociology; Demography; Population","authors":[{"name":"B. P. Eddy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4129444920181378,"gpt":0.3918841914562843,"spread":0.02106030056185348,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007843733,0.0006572802,0.0004056685,0.008987688,0.001881931,0.002556296,0.001161747,0.0002425862,0.006074107],"category_scores_gemma":[0.00394393,0.0004079618,0.0007307332,0.01798887,0.0004735504,0.0008238091,0.001703353,0.0007201562,0.001061324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01754658,"about_ca_system_score_gemma":0.04428728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9759758,"about_ca_topic_score_gemma":0.9837602,"domain_scores_codex":[0.9991001,0.00007132567,0.00006108051,0.0001224538,0.0005356412,0.0001094598],"domain_scores_gemma":[0.9984241,0.0001411526,0.000120531,0.00009813636,0.001123363,0.00009276065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001157822,0.0001820632,0.1449328,0.0007260603,0.0002869579,0.0004987011,0.004137505,0.03733112,0.004788876,0.05982123,0.1741866,0.5729922],"study_design_scores_gemma":[0.00007072792,0.00006481531,0.3190355,0.0004866318,0.0001606829,0.0005433403,0.008137528,0.1520408,0.005752945,0.01643704,0.4969805,0.0002894861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1442444,0.001312762,0.4926549,0.001895875,0.0002125444,0.003492145,0.241588,0.01387294,0.1007266],"genre_scores_gemma":[0.2131472,0.0009600331,0.6792684,0.0001262919,0.00001554937,0.001738924,0.08691223,0.0006320427,0.01719932],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02402419,"threshold_uncertainty_score":0.1273099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}