{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001197535,0.0002410797,0.000406334,0.0000583784,0.001476049,0.0008715076,0.0005734457,0.0001435083,0.0003907048],"category_scores_gemma":[0.00001770034,0.0001878892,0.00004285319,0.00008413632,0.00005983136,0.001020491,0.001817344,0.0002046847,0.0009145867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028252,"about_ca_system_score_gemma":0.00001505656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004085029,"about_ca_topic_score_gemma":0.2218443,"domain_scores_codex":[0.9978995,0.0001891928,0.0003545896,0.0005856174,0.0004094171,0.0005616659],"domain_scores_gemma":[0.9986973,0.00009401778,0.0001844096,0.0006940211,0.00005212479,0.0002780637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006305148,0.0001036018,0.9859412,0.004071134,0.00008031276,0.00004174998,0.003231231,0.00000483327,0.001070502,0.0004438135,0.0005829753,0.00436564],"study_design_scores_gemma":[0.003315414,0.0005133512,0.7687798,0.002718388,0.0001079937,0.0004383706,0.007648316,0.01727847,0.001897241,0.0007672918,0.1951445,0.001390912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952828,0.0004769234,6.852031e-7,0.0002098695,0.0002701424,0.0004226782,0.00008195163,0.00006153422,0.04564814],"genre_scores_gemma":[0.998076,0.0004439765,0.0000986664,0.00001381098,0.00027118,0.00005061173,0.0000146547,0.00002671531,0.001004442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177593,"threshold_uncertainty_score":0.9998633,"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002031677,0.0008439613,0.003790166,0.000532255,0.0002306425,0.0002853391,0.001695236,0.0004346956,0.01487715],"category_scores_gemma":[0.000009766865,0.0006646063,0.0009171873,0.00651561,0.000005587856,0.001310776,0.0005958417,0.0003075626,0.004861412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004329915,"about_ca_system_score_gemma":0.00008127871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006699088,"about_ca_topic_score_gemma":0.4517845,"domain_scores_codex":[0.9925702,0.0007691768,0.002190214,0.001656342,0.001728554,0.00108553],"domain_scores_gemma":[0.9948589,0.0002222615,0.001970968,0.002096127,0.0004418418,0.0004098687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001666482,0.0007611964,0.8205544,0.01042556,0.1327158,0.00001040836,0.001002266,0.02714197,0.006945617,0.00006930922,0.0001690093,0.00003783399],"study_design_scores_gemma":[0.00284561,0.0008556417,0.08528505,0.0007234426,0.1805787,0.00005698177,0.001743384,0.7070825,0.004646587,0.00002472523,0.0136053,0.002552083],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799723,0.000361245,0.00003788458,0.0001547985,0.0004680947,0.002081126,0.0008288624,0.0002643961,0.01583128],"genre_scores_gemma":[0.9978017,0.00002534313,0.0002605098,0.00009200381,0.0001003567,0.000319268,0.0005641803,0.0001044141,0.0007321791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7352693,"threshold_uncertainty_score":0.9999154,"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001626848,0.0006251234,0.003192635,0.00009443559,0.000176978,0.0001342399,0.0008718324,0.0008866952,0.002007167],"category_scores_gemma":[0.00007674057,0.0004649353,0.0004313327,0.0004876391,0.00002750449,0.0004556835,0.0007232996,0.0005133323,0.002403979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000178234,"about_ca_system_score_gemma":0.00004175427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001109959,"about_ca_topic_score_gemma":0.001212028,"domain_scores_codex":[0.9957212,0.0004133814,0.001767975,0.0009202827,0.0006097709,0.0005673771],"domain_scores_gemma":[0.9972118,0.0004408389,0.001105894,0.0009454195,0.00006338127,0.0002327374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001871274,0.00005051769,0.0001840352,0.9422998,0.0001293691,0.00000943223,0.00004509404,1.610359e-7,1.462214e-7,0.00004318958,0.000589254,0.05664708],"study_design_scores_gemma":[0.00004872089,0.00003678315,0.000006407754,0.4063575,0.0006646775,0.0000877841,0.00001595307,0.0001045778,5.812805e-7,0.00001704563,0.5923281,0.0003318307],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004757102,0.9931177,0.000009567955,0.00004440064,0.0005342325,0.001153279,0.0002468092,0.00007630626,0.004341925],"genre_scores_gemma":[0.001257258,0.9975439,0.0002493903,0.0001542952,0.0004685993,0.0001614125,0.00005724584,0.00008408596,0.00002376559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5917388,"threshold_uncertainty_score":0.9997802,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001324469,0.0002341981,0.0009047852,0.000129851,0.0000777374,0.00005146213,0.001100829,0.0001390955,0.000405116],"category_scores_gemma":[0.00001952452,0.0002169749,0.00008583052,0.00044239,0.000009195068,0.0004916376,0.0003356049,0.0001107996,0.00002766243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006428333,"about_ca_system_score_gemma":0.000160594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3218939,"about_ca_topic_score_gemma":0.9822918,"domain_scores_codex":[0.9971057,0.0001759646,0.00108657,0.0008737366,0.0002459305,0.0005121091],"domain_scores_gemma":[0.9985909,0.0001108327,0.0003941309,0.0006943041,0.000008063394,0.0002017744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002211529,0.0002224922,0.9367002,0.0006370635,0.0001589985,0.00001063667,0.0006449151,0.06068133,0.0001713743,0.00002821892,0.0006645735,0.00005810334],"study_design_scores_gemma":[0.0009191348,0.0001256827,0.2001786,0.0000463155,0.00008458659,0.000003480606,0.002737614,0.7895476,0.00004235444,0.0000176888,0.005904845,0.0003920643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995899,0.00003517251,0.001122636,0.000320735,0.00008162217,0.0008324282,0.0007720953,0.00002705667,0.0009092228],"genre_scores_gemma":[0.9974501,0.00001057167,0.001157228,0.0001450951,0.0001029953,0.0001142893,0.0009929134,0.00002091785,0.000005899689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7365215,"threshold_uncertainty_score":0.8847978,"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007726443,0.0001014962,0.0002373684,0.00005298429,0.002200994,0.0001217099,0.0003445772,0.00004432585,0.000002689123],"category_scores_gemma":[0.0003878369,0.00007279199,0.00002586597,0.0002326017,0.0001200171,0.0002551372,0.0001601046,0.0001366229,2.35915e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439234,"about_ca_system_score_gemma":0.0007228995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8654244,"about_ca_topic_score_gemma":0.9855673,"domain_scores_codex":[0.9981961,0.0008153404,0.0002848057,0.0001774353,0.0002427318,0.0002836256],"domain_scores_gemma":[0.9963672,0.002794295,0.00013439,0.0004448018,0.0002001349,0.00005914895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005817566,0.0001693269,0.02023105,0.02321776,0.006546743,0.00003600284,0.3522121,0.0003626723,0.0003848895,0.434511,0.1481146,0.01363219],"study_design_scores_gemma":[0.0004286163,0.00004557452,0.0007074992,0.0004745912,0.0001366256,0.00004313243,0.2007551,0.007599383,0.000009821775,0.000482924,0.7890585,0.000258205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8735172,0.002701972,0.08134867,0.01579014,0.002241237,0.005874825,0.01594616,0.0002247859,0.002354977],"genre_scores_gemma":[0.9912884,0.00001888417,0.007822686,0.0001465153,0.0002301857,0.0001352339,0.0002416359,0.00001082396,0.0001055928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6409439,"threshold_uncertainty_score":0.999098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}