{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"b9c9c83c8e2d","filters":{"venue":"Environmental Research Energy"}},"results":[{"id":"W4407474172","doi":"10.1088/2753-3751/adb588","title":"Marginal abatement costs for greenhouse gas emissions in the United States using an energy systems approach","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Technical University of Nova Scotia","funders":"Alfred P. Sloan Foundation","keywords":"Greenhouse gas; Environmental science; Natural resource economics; Energy (signal processing); Marginal abatement cost; Economics; Environmental economics; Mathematics; Statistics; Ecology","authors":[{"name":"Michael Blackhurst","is_ca":false},{"name":"Aranya Venkatesh","is_ca":false},{"name":"Aditya Sinha","is_ca":false},{"name":"Katherine Jordan","is_ca":false},{"name":"Nicholas Z. Muller","is_ca":false},{"name":"Cameron Wade","is_ca":true},{"name":"Jeremiah X. Johnson","is_ca":false},{"name":"Paulina Jaramillo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2142612671559807,"gpt":0.3449562038047352,"spread":0.1306949366487545,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001509632,0.0001712781,0.0002684297,0.0007135841,0.0003656686,0.0001610595,0.0004830607,0.0001095465,0.00007435901],"category_scores_gemma":[0.00003557696,0.0001650763,0.00007124638,0.0003631747,0.0001585849,0.0001906106,0.0001850788,0.0001775191,0.0000113515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009400662,"about_ca_system_score_gemma":0.00002066676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711208,"about_ca_topic_score_gemma":0.0004350088,"domain_scores_codex":[0.9981223,0.0001521384,0.0005049119,0.0004751275,0.00008674734,0.0006587906],"domain_scores_gemma":[0.9990638,0.0002457148,0.0001076586,0.000456741,0.000006529579,0.0001194921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003271056,0.003123586,0.01215636,0.0001712179,0.0001825234,0.00001796588,0.002497533,0.06227116,0.0004297716,0.9086462,0.00535837,0.004818221],"study_design_scores_gemma":[0.001246325,0.0002268755,0.001005177,0.00004795407,0.000006631279,0.000006947126,0.007737766,0.6262029,0.0002025469,0.02257726,0.3403915,0.0003480556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710258,0.002712619,0.01389049,0.001103502,0.0002512867,0.0006072928,0.001086331,0.00002752266,0.009295108],"genre_scores_gemma":[0.9921276,0.004325615,0.0002114278,0.0004230306,0.0001202036,0.0004187489,0.000935295,0.0000356962,0.001402391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8860689,"threshold_uncertainty_score":0.9894331,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407251852","doi":"10.1088/2753-3751/adb314","title":"Temporality and justice in mining impacted regions","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Mining and Resource Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University; University of Northern British Columbia","funders":"","keywords":"Temporality; Livelihood; Resource (disambiguation); Agency (philosophy); Economic Justice; Tourism; Political science; Geography; Closure (psychology); Environmental resource management; Environmental planning; Sociology; Social science; Archaeology; Law; Economics","authors":[{"name":"Sean Connelly","is_ca":false},{"name":"Greg Halseth","is_ca":true},{"name":"J Matanzima","is_ca":false},{"name":"Martin Mateus","is_ca":true},{"name":"Sean Markey","is_ca":true},{"name":"Tom Measham","is_ca":false},{"name":"Jessica Reeves","is_ca":false},{"name":"Will Rifkin","is_ca":false},{"name":"Laura Ryser","is_ca":true},{"name":"Clement Sefa-Nyarko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02788115089867155,"gpt":0.2918758708067714,"spread":0.2639947199080999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000354411,0.00008127178,0.0000888963,0.0002531901,0.0000915854,0.00002653037,0.000101438,0.00005112192,0.00004430975],"category_scores_gemma":[0.00003462197,0.00007987697,0.0000152699,0.0002176197,0.0001143431,0.00003636763,0.0001561268,0.0001725498,0.000005750422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638641,"about_ca_system_score_gemma":0.000006239901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001307346,"about_ca_topic_score_gemma":0.00003850941,"domain_scores_codex":[0.9991259,0.00008786634,0.000122303,0.0001666515,0.0001938596,0.0003034484],"domain_scores_gemma":[0.9996209,0.0001211994,0.000006058088,0.0001771528,0.000001556077,0.00007318515],"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":[0.0002972008,0.001285704,0.1153869,0.001573843,0.0006797537,0.0008473714,0.009926219,0.130525,0.07865895,0.07652716,0.134578,0.4497139],"study_design_scores_gemma":[0.001666001,0.0001349294,0.2250225,0.0003370769,0.00003707892,0.000006820866,0.01190574,0.1048996,0.004396693,0.001147125,0.6499024,0.0005440051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289878,0.001165745,0.0004310136,0.0002670715,0.00007210673,0.000068742,0.000003638139,0.00005759913,0.06894626],"genre_scores_gemma":[0.9938677,0.0007486373,0.0001227931,0.00003471186,0.00002413578,0.0000251968,0.000009124024,0.00001152518,0.005156181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5153244,"threshold_uncertainty_score":0.3257288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415207307","doi":"10.1088/2753-3751/ae0b72","title":"Assessing the cost and resource requirements of converting carbon dioxide into synthetic aviation fuels","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Transport Canada; Carleton University","keywords":"Aviation; Aviation fuel; Capital cost; Cost of electricity by source; Electricity; Resource (disambiguation); Electricity generation; Range (aeronautics); Integrated gasification combined cycle","authors":[{"name":"Fawziyyah Olumoh","is_ca":true},{"name":"Edward Li","is_ca":true},{"name":"Angelique Esmelia Catcha-Picard","is_ca":true},{"name":"Ahmed Abdulla","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02292623116812677,"gpt":0.2988428992344236,"spread":0.2759166680662968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006614829,0.0001201546,0.0001460379,0.0002007747,0.00007134752,0.00003749101,0.0002467791,0.00009563415,0.000009374767],"category_scores_gemma":[0.0002321999,0.0001024995,0.0000306929,0.0002348943,0.0004464021,0.0001085686,0.0003333288,0.0002697654,0.000001050781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390734,"about_ca_system_score_gemma":0.00001194597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114093,"about_ca_topic_score_gemma":0.00002137541,"domain_scores_codex":[0.9987027,0.0001289729,0.0002371643,0.0002080291,0.0004222642,0.0003008477],"domain_scores_gemma":[0.9991945,0.0003528828,0.00003425394,0.0003730002,0.000007396019,0.00003796056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008628012,0.00002264704,0.003640664,0.00006526963,0.00005516057,0.00000582948,0.0002077125,0.001034799,0.9114562,0.002084534,0.0000645141,0.08135401],"study_design_scores_gemma":[0.0003074546,0.00003148702,0.01380645,0.0001866376,0.00001732521,0.00000303671,0.002958757,0.008043645,0.9638845,0.004470034,0.006130074,0.0001605807],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884436,0.003139736,0.0004714081,0.0002801592,0.00005521499,0.0001611646,0.000001716813,0.000108051,0.007338907],"genre_scores_gemma":[0.9991807,0.0004604766,0.00006087122,0.00002394953,0.00001494596,0.0000612492,0.000004644692,0.00002153843,0.0001716029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08119343,"threshold_uncertainty_score":0.4179808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402789379","doi":"10.1088/2753-3751/ad7ebd","title":"Energy system models should consider evolving charging profiles","year":2024,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"Mitacs; Canada Research Chairs","keywords":"Energy (signal processing); Computer science; Environmental science; Mathematics; Statistics","authors":[{"name":"Aaron Belman Martínez","is_ca":true},{"name":"Heather L. MacLean","is_ca":true},{"name":"I. Daniel Posen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07224863629163635,"gpt":0.3063205703722379,"spread":0.2340719340806015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001562698,0.0006099027,0.0005896246,0.0009160463,0.0006358559,0.0005514577,0.0007826569,0.0003581086,0.001381811],"category_scores_gemma":[0.00005716561,0.0005599876,0.0003005575,0.0007261499,0.0005075919,0.0009057733,0.0007305345,0.0006550069,0.0005684143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00233056,"about_ca_system_score_gemma":0.0002418448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01600455,"about_ca_topic_score_gemma":0.0007348813,"domain_scores_codex":[0.9922335,0.001124952,0.0008084782,0.001488956,0.002501457,0.001842646],"domain_scores_gemma":[0.9973941,0.0007529734,0.00008232478,0.00111124,0.00004383988,0.0006154788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004581745,0.0001642783,0.00006943884,0.000304012,0.0004200045,0.001687539,0.0004188961,0.08271582,0.0751323,0.7908559,0.01200705,0.03617894],"study_design_scores_gemma":[0.0004028612,0.0001107152,0.00002069201,0.0007185551,0.00002819159,0.0002881663,0.001879821,0.4884887,0.07828526,0.004918596,0.4240885,0.0007699142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05940767,0.08691976,0.03815057,0.001340871,0.005469023,0.0008282791,0.0002729927,0.004000791,0.80361],"genre_scores_gemma":[0.9519773,0.000901244,0.000248997,0.000099475,0.001285364,0.0006051069,0.0001816263,0.0003111612,0.04438969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8925697,"threshold_uncertainty_score":0.9996852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411363159","doi":"10.1088/2753-3751/ade548","title":"Process and policy insights from an intercomparison of open electricity system capacity expansion models","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Technical University of Nova Scotia","funders":"Alfred P. Sloan Foundation","keywords":"Electricity system; Process (computing); Electricity; Environmental science; Environmental economics; Computer science; Economics; Engineering; Electricity generation; Physics","authors":[{"name":"Greg Schivley","is_ca":false},{"name":"Aurora Barone","is_ca":false},{"name":"Michael Blackhurst","is_ca":false},{"name":"Patricia Hidalgo-Gonzalez","is_ca":false},{"name":"Jesse Jenkins","is_ca":false},{"name":"Olеg Lugovoy","is_ca":false},{"name":"Qian Luo","is_ca":false},{"name":"Rangrang Zheng","is_ca":false},{"name":"Cameron Wade","is_ca":true},{"name":"Matthias Fripp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03442754433670332,"gpt":0.3101987950560601,"spread":0.2757712507193568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000203093,0.0001612306,0.0002512596,0.0004031186,0.0001118954,0.0000703129,0.0005947778,0.00008362601,0.00001440717],"category_scores_gemma":[0.00001212418,0.0001592672,0.00002387953,0.0003684824,0.0001229299,0.000489274,0.0005915105,0.0002005968,0.000003333252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784736,"about_ca_system_score_gemma":0.00002751378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006663341,"about_ca_topic_score_gemma":0.000381818,"domain_scores_codex":[0.9984744,0.0001812763,0.0002550634,0.0003496021,0.0004245753,0.0003151404],"domain_scores_gemma":[0.9993554,0.00007048883,0.00002465267,0.0004115428,0.00001132414,0.0001265524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000217396,0.0006483751,0.00213987,0.0003884929,0.0003584235,0.00001836277,0.001694479,0.7179359,0.1432142,0.1090508,0.001067517,0.02326621],"study_design_scores_gemma":[0.0006036694,0.0001245047,0.009518649,0.0001588214,0.00001258925,8.250346e-7,0.001146625,0.7531435,0.2241283,0.009003296,0.001932971,0.0002262911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754372,0.0005303444,0.01055112,0.00003106451,0.00006899502,0.0001875527,0.00001399886,0.00006834192,0.01311136],"genre_scores_gemma":[0.9991154,0.0003172884,0.0001610454,0.00002112044,0.0000543289,0.0001022775,0.00003578731,0.00002615551,0.0001665766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1000475,"threshold_uncertainty_score":0.9999514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408605874","doi":"10.1088/2753-3751/adc265","title":"An overview of the midsummer miners’ vacation","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Ohio State University","keywords":"Aeronautics; Engineering","authors":[{"name":"William Niver","is_ca":true},{"name":"Andréanne Doyon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07076378258718315,"gpt":0.3402180916079611,"spread":0.269454309020778,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000195385,0.00005182404,0.0000622795,0.00005960072,0.00003506158,0.000008820786,0.0002487225,0.00004455145,0.0001324115],"category_scores_gemma":[0.000005934271,0.0000434845,0.00003207923,0.00009128757,0.00007187362,0.00005468835,0.00008840638,0.00009168538,0.000005960124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001212115,"about_ca_system_score_gemma":0.000007322616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007558862,"about_ca_topic_score_gemma":0.00002466193,"domain_scores_codex":[0.9995019,0.00004135664,0.000108568,0.000093277,0.0001113493,0.0001435916],"domain_scores_gemma":[0.9996043,0.00002877111,0.00000941293,0.0003272687,0.000002197524,0.00002808533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000033274,0.0004094271,0.01831328,0.0002170707,0.0001506018,0.000002348975,0.0005551311,0.02453539,0.4953076,0.1313357,0.06666955,0.2624706],"study_design_scores_gemma":[0.000300606,0.0001014245,0.04221154,0.0001153838,0.0000110681,0.000001322522,0.0003107161,0.05892646,0.3687036,0.007888478,0.5211986,0.0002307853],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701821,0.002748424,0.0009901242,0.0001653077,0.0001428751,0.0001114829,0.00001525842,0.00005919217,0.02558523],"genre_scores_gemma":[0.9958945,0.002151984,0.0002732847,0.00003936204,0.00001751855,0.00002477206,0.000008743719,0.00001055108,0.001579298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.454529,"threshold_uncertainty_score":0.1773247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412617949","doi":"10.1088/2753-3751/adf33d","title":"Incorporating non-climate externalities receiving public attention in the optimisation of grid decarbonisation: the case of Ontario","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Externality; Grid; Environmental economics; Climate change; Business; Environmental science; Economics; Microeconomics; Geography; Geology","authors":[{"name":"Z. Liu","is_ca":true},{"name":"I. Daniel Posen","is_ca":true},{"name":"Bryan Karney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1212839965269981,"gpt":0.3007211765025077,"spread":0.1794371799755096,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002459248,0.00008051439,0.0001728929,0.0002704973,0.000193119,0.00006201353,0.0002593499,0.00005517607,0.0001612903],"category_scores_gemma":[0.00007464313,0.00006956024,0.00006401468,0.0001990474,0.0002202952,0.0002084735,0.0001804424,0.0001738802,0.000007934802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006469197,"about_ca_system_score_gemma":0.0000395625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05709014,"about_ca_topic_score_gemma":0.05411887,"domain_scores_codex":[0.9988544,0.00009206633,0.000553378,0.0001939504,0.00005796309,0.0002482593],"domain_scores_gemma":[0.9991335,0.0002813656,0.0002513718,0.0003049457,0.000007307666,0.00002149827],"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":[0.00005348745,0.0003083915,0.4721707,0.0001005358,0.00006123121,0.00002462908,0.01089972,0.0009548521,0.0008097537,0.5089234,0.0001118069,0.0055815],"study_design_scores_gemma":[0.00209843,0.0003263585,0.7363703,0.0002565061,0.00001772155,0.00009609613,0.03445099,0.02258182,0.004291291,0.1862011,0.01277352,0.000535889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837643,0.0003155671,0.0001221501,0.001006879,0.0001003853,0.000127625,0.00006146314,0.000002142418,0.01449949],"genre_scores_gemma":[0.9987199,0.0005229523,0.0001024875,0.00007021423,0.00004833178,0.00006596093,0.00003889674,0.000007439178,0.0004238322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3227223,"threshold_uncertainty_score":0.963141,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410836089","doi":"10.1088/2753-3751/add163","title":"The arts and coal transition: an interview with Jonas N T Becker","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"The arts; Coal; Transition (genetics); Sociology; Psychology; Psychoanalysis; Art; History; Chemistry; Visual arts; Archaeology","authors":[{"name":"Siobhan Angus","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07525380326634397,"gpt":0.3504677638867851,"spread":0.2752139606204412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007094372,0.00006322878,0.00006071437,0.00002632591,0.001367203,0.0001558038,0.0001583267,0.00004764706,0.0003615403],"category_scores_gemma":[0.00001119778,0.00003881058,0.00001542846,0.0001100054,0.0009764586,0.0001304338,0.00007429874,0.0001502329,0.000006399916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678777,"about_ca_system_score_gemma":0.00007078421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321568,"about_ca_topic_score_gemma":0.007804574,"domain_scores_codex":[0.9987133,0.0002867464,0.00008479667,0.000173412,0.0004468564,0.0002948745],"domain_scores_gemma":[0.9996547,0.000101921,0.00001109967,0.0001059733,0.000008758871,0.0001175555],"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":[0.0001549808,0.0002303944,0.001452243,0.000009398758,0.0001023405,0.00004226959,0.008891449,0.00001665065,0.0004405577,0.1017596,0.08799866,0.7989014],"study_design_scores_gemma":[0.0001271566,0.00007468958,0.006039304,0.00002296116,0.000002542003,0.000001117582,0.01552095,0.00001230932,0.0002748038,0.0007659296,0.9771013,0.0000570017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6118614,0.01008894,0.0005411695,0.2203354,0.0003310657,0.0007962474,0.00002132065,0.00008511163,0.1559393],"genre_scores_gemma":[0.8963843,0.003265772,0.00002766231,0.0004058401,0.00007129715,0.00004677607,0.00001111187,0.000004668681,0.09978256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891026,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408515953","doi":"10.1088/2753-3751/adc136","title":"CanAdopt—coupling agent-based and energy systems models for decarbonisation pathway analysis","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Victoria","funders":"","keywords":"Coupling (piping); Energy (signal processing); Computer science; Mathematics; Engineering; Statistics; Mechanical engineering","authors":[{"name":"David Huckebrink","is_ca":false},{"name":"Madeleine Seatle","is_ca":true},{"name":"Zachary Michael Isaac Gould","is_ca":true},{"name":"Valentin Bertsch","is_ca":false},{"name":"Madeleine McPherson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01925893552452331,"gpt":0.2443398132574396,"spread":0.2250808777329162,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004407391,0.0002021249,0.000256504,0.0008243714,0.0002263,0.0001130837,0.0001628166,0.0001752647,0.00001148461],"category_scores_gemma":[0.00002019411,0.000213263,0.00008645572,0.0006534675,0.00007957649,0.0001463944,0.00004261493,0.0001209894,8.312448e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009175444,"about_ca_system_score_gemma":0.00006588891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005855854,"about_ca_topic_score_gemma":0.001942325,"domain_scores_codex":[0.9983323,0.00008816396,0.0003250132,0.0003615565,0.0004176694,0.0004753361],"domain_scores_gemma":[0.9992819,0.0002041563,0.00003302468,0.0003154945,0.0000347565,0.0001306116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001532328,0.00002065844,0.0001169388,0.00003815908,0.0002923051,0.00000274518,0.0000255522,0.9769071,0.003530707,0.01645414,0.0001276878,0.002468722],"study_design_scores_gemma":[0.0003045083,0.0000279867,0.00006112205,0.00003654677,0.00005735147,4.17497e-7,0.0002025555,0.9814534,0.008910597,0.0002182034,0.008555533,0.0001717792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02071749,0.003962549,0.9704319,0.00003725745,0.0002864246,0.0001554775,0.00007191078,0.0001379446,0.004199057],"genre_scores_gemma":[0.9956595,0.0004211839,0.0005346559,0.0000249809,0.00005138804,0.0004609296,0.0004115515,0.00004766959,0.002388164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.974942,"threshold_uncertainty_score":0.8852339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417209441","doi":"10.1088/2753-3751/ae2ae0","title":"Harnessing nearshoring for energy justice: a fuzzy TOPSIS-based framework for equitable energy transition in Mexico","year":2025,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Social Acceptance of Renewable Energy","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":"University of Alberta","funders":"","keywords":"Fuzzy logic; Robustness (evolution); Work (physics); Metering mode; Electricity; Inequality; Energy transition","authors":[{"name":"Citlaly Pérez","is_ca":false},{"name":"Pedro Ponce","is_ca":false},{"name":"Qipei Mei","is_ca":true},{"name":"Sergio Castellanos","is_ca":false},{"name":"Aminah Robinson Fayek","is_ca":true},{"name":"Alan Meier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0517748577794253,"gpt":0.3919210163231541,"spread":0.3401461585437288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001982055,0.0002912413,0.0004166407,0.000576601,0.002042632,0.0002763928,0.000703977,0.0004931524,0.0001789855],"category_scores_gemma":[0.0007781718,0.0003456909,0.0002499046,0.001101492,0.0006655972,0.0004706129,0.0001473076,0.0002571942,0.000001945451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001932398,"about_ca_system_score_gemma":0.0006280082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258447,"about_ca_topic_score_gemma":0.01750055,"domain_scores_codex":[0.9951925,0.0006105069,0.0004669205,0.0008173567,0.001079179,0.001833573],"domain_scores_gemma":[0.9967487,0.002444166,0.0001011173,0.00036989,0.00006729616,0.0002688668],"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":[0.0004034307,0.0003944797,0.0001471174,0.0000622252,0.00004316492,0.000008720264,0.0009438933,0.01173987,0.00482498,0.735139,0.001556695,0.2447364],"study_design_scores_gemma":[0.002174911,0.0002646665,0.0002032236,0.0003986926,0.00006630814,3.057967e-7,0.02135434,0.01018505,0.04104937,0.3818627,0.5417644,0.0006760372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02119729,0.004169091,0.9404702,0.00732331,0.001521321,0.000722481,0.00009272232,0.0001979018,0.02430565],"genre_scores_gemma":[0.9774126,0.001184998,0.009495067,0.001265992,0.0008831208,0.001954376,0.0001258174,0.00007339541,0.007604654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9562153,"threshold_uncertainty_score":0.9998995,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}