{"meta":{"query_hash":"6037e9d4ec32","filters":{"topic":"Scientific Research Methodologies and Applications"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/6037e9d4ec32","api":"https://metacan.xera.ac/api/v1/cohort?topic=Scientific+Research+Methodologies+and+Applications"},"results":[{"id":"W2531590941","doi":"","title":"The transformation of one-dimensional and two-dimensional autoregressive random fields under coordinate scaling and rotation","year":2008,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Scientific Research Methodologies and Applications","field":"Environmental Science","cited_by":0,"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":"University of Waterloo","keywords":"Autoregressive model; Scaling; Rotation (mathematics); Transformation (genetics); Coordinate system; Mathematics; Statistical physics; Random field; Physics; Geometry; Statistics; Chemistry","score_opus":0.031096849482068634,"score_gpt":0.272287583592876,"score_spread":0.24119073411080738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531590941","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01767377,0.00040337504,0.9770563,0.00037990045,0.00008079095,0.00002175106,0.00006768683,0.00014365865,0.0041727223],"genre_scores_gemma":[0.53169495,0.0027559695,0.4520785,0.00030988222,0.00031359482,0.00019270903,0.00031968602,0.0002039052,0.012130818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993311,0.00025691057,0.000029423147,0.00015035378,0.00018924581,0.00004288905],"domain_scores_gemma":[0.9984006,0.0009538581,0.00023367921,0.00021179256,0.0001617007,0.000038318234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015603579,0.00039676842,0.00032750313,0.0007892554,0.00022313281,0.0012765913,0.0004775595,0.00054041116,0.0015314667],"category_scores_gemma":[0.007182521,0.00033180838,0.0006857661,0.0010918587,0.0017313962,0.0012902208,0.00078629283,0.0010806348,0.00047084616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044639226,0.000018231955,0.0008448036,0.000058283356,0.000021370004,0.000108836255,0.00033213577,0.091443285,0.005995747,0.8193829,0.0011380956,0.08061163],"study_design_scores_gemma":[0.000017273935,0.00006974047,0.0020590234,0.000040213807,0.000023100267,0.00022848776,0.00015284524,0.5585622,0.0046701203,0.42435038,0.009778831,0.00004771297],"about_ca_topic_score_codex":0.0020409683,"about_ca_topic_score_gemma":0.0010886788,"teacher_disagreement_score":0.0020409683,"about_ca_system_score_codex":0.0005079403,"about_ca_system_score_gemma":0.0005502483,"threshold_uncertainty_score":0.008252084},"labels":[],"label_agreement":null},{"id":"W4409872409","doi":"10.1016/j.compag.2025.110448","title":"Evaluation and estimation of boreal podzol soil nutrient concentrations using electromagnetic induction sensors","year":2025,"lang":"en","type":"article","venue":"Computers and Electronics in Agriculture","topic":"Scientific Research Methodologies and Applications","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Newfoundland and Labrador; Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Research and Development Corporation of Newfoundland and Labrador","keywords":"Podzol; Estimation; Environmental science; Taiga; Nutrient; Soil nutrients; Boreal; Soil science; Electromagnetic induction; Geology; Ecology; Soil water; Engineering; Biology","score_opus":0.03322871950605597,"score_gpt":0.332899420567008,"score_spread":0.299670701060952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409872409","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96600634,0.00021373019,0.032320376,0.000021046728,0.000011434399,0.00005273696,0.00035468835,0.00020941466,0.00081029354],"genre_scores_gemma":[0.96832186,0.00019517535,0.030811392,0.00001309022,0.0000038956728,0.000036694786,0.00022478968,0.000008276663,0.00038474644],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.999759,0.000039337498,0.000015534479,0.00007356049,0.000096948934,0.000015670254],"domain_scores_gemma":[0.99960715,0.000099583136,0.000104956904,0.00002590172,0.00014207551,0.00002032235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052968843,0.00050148705,0.0002701861,0.00031166532,0.00009969845,0.0003508232,0.00050929724,0.00033950064,0.00023185568],"category_scores_gemma":[0.0007218024,0.00019139754,0.00022331264,0.00036161297,0.00014015072,0.00028704506,0.00016976795,0.00017047163,0.00010504983],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037405518,0.00018648054,0.16242756,0.0002442886,0.00006550492,0.00013279448,0.000108334294,0.014621447,0.75107,0.000100000405,0.00016766171,0.07050174],"study_design_scores_gemma":[0.000061189945,0.0013509857,0.44303522,0.000029066703,0.00014201955,0.00038820747,0.0002161648,0.24063447,0.31229833,0.0001481501,0.0016282273,0.00006785102],"about_ca_topic_score_codex":0.003550513,"about_ca_topic_score_gemma":0.010149413,"teacher_disagreement_score":0.003550513,"about_ca_system_score_codex":0.00035766503,"about_ca_system_score_gemma":0.0001829047,"threshold_uncertainty_score":0.0070596933},"labels":[],"label_agreement":null},{"id":"W6931737887","doi":"10.5281/zenodo.8324182","title":"FIGURE 4 in A hidden gem from Northeastern Brazil: A new species of Metaphotina Piza, 1964 (Mantodea, Acontistidae) ecologically linked to the Caatinga","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Research Methodologies and Applications","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":"Université de Montréal; Espace pour la vie","funders":"","keywords":"Scale (ratio); Taxonomy (biology); Biodiversity; Assemblage (archaeology); Morphology (biology)","score_opus":0.08454096898935595,"score_gpt":0.3028085180149738,"score_spread":0.21826754902561787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6931737887","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.696291,0.0018583275,0.00994023,0.0011192026,0.00028438796,0.00030770115,0.006804566,0.0010419438,0.28235266],"genre_scores_gemma":[0.96717507,0.00038528745,0.007681339,0.0001628492,0.00002148131,0.000053838266,0.0016546886,0.00012013164,0.022745451],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99992645,0.00000731306,0.000004478039,0.000028736202,0.00002112253,0.000011835045],"domain_scores_gemma":[0.99994075,0.000010763391,0.000013885758,0.0000118706985,0.000011227896,0.000011574556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000072165305,0.0001942226,0.00015521722,0.0007061697,0.001294312,0.00028437312,0.00028316324,0.0003418097,0.013287335],"category_scores_gemma":[0.00029457576,0.00012191715,0.00015039867,0.0007086772,0.00047697144,0.00028259607,0.00064945983,0.00029798032,0.0017887648],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077945157,0.00010851584,0.21200179,0.0016516238,0.000116745825,0.009574803,0.021991555,0.0010096491,0.2421135,0.015521088,0.030034937,0.46509644],"study_design_scores_gemma":[0.00003734324,0.00011767491,0.52707344,0.00028278184,0.0001578271,0.008814452,0.00651676,0.0009947454,0.008940657,0.002813336,0.44420892,0.000042053864],"about_ca_topic_score_codex":0.028008968,"about_ca_topic_score_gemma":0.13047181,"teacher_disagreement_score":0.028008968,"about_ca_system_score_codex":0.00036597674,"about_ca_system_score_gemma":0.00032583383,"threshold_uncertainty_score":0.055691898},"labels":[],"label_agreement":null},{"id":"W6988217273","doi":"","title":"Вдосконалення розмірів санітарно-захисної зони аеропортів в умовах надзвичайних ситуацій","year":2024,"lang":"uk","type":"other","venue":"Electronic Institutional Repository of the National Aviation University of Ukraine (National Aviation University, Ukraine)","topic":"Scientific Research Methodologies and Applications","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aviation; Work (physics); Natural (archaeology); Term (time)","score_opus":0.031121736246871673,"score_gpt":0.27010501373086815,"score_spread":0.23898327748399648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6988217273","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012067023,0.006605159,0.038007963,0.007884474,0.0013651741,0.00013594674,0.0009839894,0.00038408578,0.93256617],"genre_scores_gemma":[0.32953215,0.017338742,0.07858689,0.0014156534,0.00079461973,0.00043626718,0.0015690161,0.0013301914,0.5689965],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99748355,0.0005121368,0.00011712967,0.00034981416,0.0012844949,0.00025291514],"domain_scores_gemma":[0.99818146,0.0003879878,0.00010968911,0.0003446957,0.0008162149,0.00015998301],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018325591,0.00045094657,0.00029972292,0.0014707386,0.0026494144,0.007928323,0.00067291857,0.0010666436,0.04994917],"category_scores_gemma":[0.003909684,0.0005379376,0.00038418328,0.0022800537,0.0036208716,0.0037633984,0.0020465506,0.0017340719,0.0206486],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010876099,0.000048308266,0.0020442158,0.0005020394,0.000015971798,0.000611956,0.0076880916,0.0006463575,0.005287005,0.6479125,0.098608315,0.23652653],"study_design_scores_gemma":[0.000006298895,0.000015440752,0.0013266007,0.00015763722,0.000010043704,0.0003171113,0.0017572937,0.00019835179,0.0025793596,0.035006907,0.95860255,0.00002231679],"about_ca_topic_score_codex":0.010053076,"about_ca_topic_score_gemma":0.020736929,"teacher_disagreement_score":0.04994917,"about_ca_system_score_codex":0.003323039,"about_ca_system_score_gemma":0.0061513036,"threshold_uncertainty_score":0.16709661},"labels":[],"label_agreement":null},{"id":"W7160282369","doi":"10.1145/3789692.3789737","title":"Recognition models based on support elementary classifiers","year":2025,"lang":"","type":"article","venue":"","topic":"Scientific Research Methodologies and Applications","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Random subspace method; Construct (python library); Pattern recognition (psychology); Feature (linguistics); Set (abstract data type); Feature selection; Reduction (mathematics)","score_opus":0.23427463103696783,"score_gpt":0.4028566986996691,"score_spread":0.16858206766270128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7160282369","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018189413,0.00034837695,0.97792804,0.00013187296,0.000045144105,0.000060308685,0.00013133779,0.00035369562,0.002811784],"genre_scores_gemma":[0.7706748,0.000998202,0.21765573,0.00015295405,0.00017737006,0.0004878094,0.00076982327,0.0000702927,0.009013014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985228,0.00019306387,0.00011361119,0.00037213182,0.0006164651,0.00018191847],"domain_scores_gemma":[0.99791974,0.00074303645,0.0002679822,0.0002581883,0.0007371033,0.000073895055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012162013,0.0006422728,0.0013713673,0.0013004891,0.00044796767,0.00212412,0.002095203,0.0011886588,0.0022264756],"category_scores_gemma":[0.005096345,0.00035408445,0.0012205719,0.00090277,0.0007357733,0.002680602,0.0011685754,0.0012495725,0.001231468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028900607,0.0001494701,0.004391954,0.00024987027,0.0001424992,0.0004050507,0.00041868386,0.584935,0.010605925,0.14198102,0.0031328816,0.25329864],"study_design_scores_gemma":[0.000005339628,0.000041568153,0.0002812933,0.000009658596,0.000016636468,0.000057257254,0.000014396071,0.97754943,0.0010406225,0.019772144,0.0012021362,0.0000094576735],"about_ca_topic_score_codex":0.0027009386,"about_ca_topic_score_gemma":0.0015896321,"teacher_disagreement_score":0.0027009386,"about_ca_system_score_codex":0.0007374409,"about_ca_system_score_gemma":0.00077388034,"threshold_uncertainty_score":0.0074483156},"labels":[],"label_agreement":null}]}