{"meta":{"query_hash":"8c0bdb785ec0","filters":{"venue":"All Earth"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8c0bdb785ec0","api":"https://metacan.xera.ac/api/v1/cohort?venue=All+Earth"},"results":[{"id":"W4402367732","doi":"10.1080/27669645.2024.2400432","title":"Forest stand and soil types determine soil organic carbon storage in the Middle Atlas region of Morocco using machine learning models","year":2024,"lang":"en","type":"article","venue":"All Earth","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Atlas (anatomy); Soil carbon; Environmental science; Soil science; Total organic carbon; Geology; Soil water; Environmental chemistry; Chemistry; Paleontology","score_opus":0.03545020158665426,"score_gpt":0.21377037457988285,"score_spread":0.17832017299322858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402367732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978049,0.0011307255,0.0000977293,0.00008046528,0.000016430316,0.000050531988,0.0000013900218,0.000012252024,0.0008055955],"genre_scores_gemma":[0.9995192,0.00012787638,0.000034059478,0.000024891808,0.000014027559,0.0000014295098,0.0000030309197,0.00000791125,0.00026755926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931157,0.0000780404,0.00013049254,0.00018544315,0.00015891856,0.00013554734],"domain_scores_gemma":[0.9997324,0.000078195,0.000027332728,0.0001310522,0.000003314664,0.000027738532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002662024,0.00008156994,0.000121341676,0.00003411759,0.0000455123,0.000030042507,0.000082430015,0.000037071135,0.000055608052],"category_scores_gemma":[0.000020203934,0.00005407155,0.00003424475,0.00021080187,0.00007914368,0.00011430476,0.00006356435,0.00012834853,0.0000034236928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005004624,0.00008615865,0.44311136,0.0001363571,0.0000641805,0.00017023599,0.012736581,0.53325117,0.0052595786,0.000058502894,0.000011207058,0.0050646355],"study_design_scores_gemma":[0.0001035508,0.000049923627,0.009028863,0.000030594703,0.000045304678,0.000024122583,0.00026528657,0.9894433,0.000231618,0.0005498307,0.00014678281,0.00008080108],"about_ca_topic_score_codex":0.0059036314,"about_ca_topic_score_gemma":0.027661512,"teacher_disagreement_score":0.45619217,"about_ca_system_score_codex":0.00002268455,"about_ca_system_score_gemma":0.000009720083,"threshold_uncertainty_score":0.99008113},"labels":[],"label_agreement":null},{"id":"W4406481050","doi":"10.1080/27669645.2025.2450943","title":"Land use cover changes abated terrestrial ecosystem carbon sink in China during the past four decades","year":2025,"lang":"en","type":"article","venue":"All Earth","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Environmental science; Carbon sink; Land cover; Terrestrial ecosystem; Ecosystem; Land use; Sink (geography); Cover (algebra); China; Carbon cycle; Carbon fibers; Ecology; Geography; Engineering","score_opus":0.008761622731070631,"score_gpt":0.2036759300662266,"score_spread":0.19491430733515597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406481050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962141,0.00003160277,0.0000019905326,0.0005152354,0.0004358438,0.00053142256,0.000009901648,0.000051305116,0.0022085938],"genre_scores_gemma":[0.9985395,0.0000137173565,0.000010937281,0.00008461222,0.00010343819,0.000033097775,0.0000036149436,0.000013570821,0.0011975011],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99880093,0.00020903492,0.00018174486,0.00028522016,0.00020588985,0.00031718265],"domain_scores_gemma":[0.9994284,0.00015048054,0.00006949636,0.00030322475,0.0000019732972,0.00004645598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030679037,0.00015230553,0.00017931858,0.000058625177,0.000075734475,0.00008978359,0.00023193813,0.000081782666,0.00009007819],"category_scores_gemma":[0.000064120955,0.00010878554,0.00003541578,0.00026880455,0.000034209865,0.0001293112,0.00015074977,0.00016578741,0.00013580406],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006338964,0.000031203115,0.99195874,0.000035213518,0.00002671228,0.00004802405,0.0003043537,0.0015668735,0.004987025,0.000003375986,0.00024374029,0.0007313246],"study_design_scores_gemma":[0.0008288724,0.000039429375,0.97584945,0.00009827934,0.000010997065,0.000010146744,0.000011385403,0.012862252,0.0010610727,0.0000059867316,0.009086222,0.00013593277],"about_ca_topic_score_codex":0.007978128,"about_ca_topic_score_gemma":0.05605972,"teacher_disagreement_score":0.04808159,"about_ca_system_score_codex":0.0001060258,"about_ca_system_score_gemma":0.000008297289,"threshold_uncertainty_score":0.99862784},"labels":[],"label_agreement":null},{"id":"W4406930497","doi":"10.1080/27669645.2025.2454799","title":"Research on integrated 3D geological modeling of vector grid ——taking the core area of Tianfu New Area as an example","year":2025,"lang":"en","type":"article","venue":"All Earth","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ministry of Natural Resources","keywords":"Core (optical fiber); Grid; Grid cell; Geology; Engineering; Telecommunications","score_opus":0.2521255782658039,"score_gpt":0.3351048528651022,"score_spread":0.08297927459929832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406930497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9866595,0.0003639586,0.0019106108,0.00047931794,0.00008494812,0.00010785833,0.000018750525,0.000028370006,0.01034663],"genre_scores_gemma":[0.99806374,0.00006579905,0.000736908,0.00026334048,0.000051567946,8.2295384e-7,0.0001252105,0.0000019824688,0.0006906253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984065,0.00022656984,0.00030549715,0.00033973512,0.0003866783,0.0003349749],"domain_scores_gemma":[0.99877775,0.0004921168,0.000085438885,0.00036112318,0.00017705592,0.00010650617],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00092030806,0.00012489843,0.0002742273,0.00016096966,0.00015136017,0.00003066523,0.00043017036,0.00011395247,0.0025369683],"category_scores_gemma":[0.00030216237,0.0000689505,0.000091065434,0.0006259776,0.00014040542,0.00005477068,0.0000330182,0.0004034254,0.000056561094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017027781,0.00006279798,0.0449263,0.000011468342,0.00007297457,0.0000084973735,0.00028159702,0.9242883,0.000092371156,0.001049713,0.00029282196,0.028742895],"study_design_scores_gemma":[0.00015856593,0.0004967749,0.031864796,0.0000692186,0.000029945575,0.0000016631451,0.0005910517,0.96156526,0.00008984526,0.0040096957,0.0010354402,0.00008772859],"about_ca_topic_score_codex":0.064007215,"about_ca_topic_score_gemma":0.011888436,"teacher_disagreement_score":0.052118775,"about_ca_system_score_codex":0.0000023402256,"about_ca_system_score_gemma":0.00011618236,"threshold_uncertainty_score":0.9983748},"labels":[],"label_agreement":null}]}