{"meta":{"query_hash":"b92209909684","filters":{"venue":"Computer Research and Modeling"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/b92209909684","api":"https://metacan.xera.ac/api/v1/cohort?venue=Computer+Research+and+Modeling"},"results":[{"id":"W2946419621","doi":"10.20537/2076-7633-2015-7-4-909-922","title":"Choice of design of transcatheter aortic valve prosthesis frame based on finite element analysis","year":2015,"lang":"en","type":"article","venue":"Computer Research and Modeling","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","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":"Canadian Medical Association","keywords":"Finite element method; Frame (networking); Prosthesis; Aortic valve; Structural engineering; Engineering; Medicine; Cardiology; Mechanical engineering; Surgery","score_opus":0.19044333648403244,"score_gpt":0.4307660522664901,"score_spread":0.24032271578245767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946419621","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.475438,0.0003712413,0.52363807,0.000069455346,0.000011173674,0.0004073301,0.000014384355,0.000007827743,0.000042507247],"genre_scores_gemma":[0.9928843,0.000034048277,0.006913634,0.000051662624,0.000036948346,0.000030591236,0.000025341858,0.00001099545,0.000012492525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986414,0.000113472124,0.00022490673,0.00023229435,0.00056291715,0.00022501285],"domain_scores_gemma":[0.9988106,0.00022486104,0.000033773435,0.00028775807,0.0003994087,0.00024360992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005251919,0.00009594539,0.00033381957,0.00038568352,0.00003210735,0.000014124979,0.00005843763,0.00003709034,0.000007718456],"category_scores_gemma":[0.00005220588,0.00007424214,0.000614481,0.00034106782,0.000045846657,0.000027632987,0.00002854752,0.00009703367,0.0000016349217],"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":[0.0013367935,0.0015233845,0.12556249,0.00027579043,0.0045735817,0.0000047194226,0.0006272083,0.8532682,0.00012701779,0.000023303697,0.00007362121,0.012603879],"study_design_scores_gemma":[0.0014935847,0.0014226801,0.0057048923,0.00011785315,0.00091845234,1.651257e-7,0.000027274453,0.9898638,0.00026609993,0.00012327534,0.000006326293,0.0000555917],"about_ca_topic_score_codex":0.00010529548,"about_ca_topic_score_gemma":6.377425e-7,"teacher_disagreement_score":0.5174463,"about_ca_system_score_codex":0.000036323614,"about_ca_system_score_gemma":0.000113917245,"threshold_uncertainty_score":0.30275068},"labels":[],"label_agreement":null},{"id":"W2968406355","doi":"10.20537/2076-7633-2014-6-6-943-954","title":"The choosing of optimal cell parameters of transcatheter aortic valve prosthesis","year":2014,"lang":"en","type":"article","venue":"Computer Research and Modeling","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","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":"Canadian Medical Association","keywords":"Prosthesis; Aortic valve; Cardiology; Internal medicine; Medicine; Surgery","score_opus":0.06642800885843195,"score_gpt":0.3792810393638175,"score_spread":0.3128530305053856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968406355","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":[0.9560077,0.0010973018,0.04240609,0.00007024975,0.000023615645,0.00027950451,0.000002865088,0.000005381625,0.00010724585],"genre_scores_gemma":[0.99573916,0.0001863885,0.0039795516,0.00001531956,0.00003705002,0.0000129762475,0.000003407711,0.00001132943,0.000014822715],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906194,0.00006999371,0.00018145744,0.00016214301,0.00028839035,0.00023605976],"domain_scores_gemma":[0.9992803,0.00017382292,0.000027683316,0.00022495903,0.0001727491,0.00012051881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004184181,0.00007300002,0.00019228998,0.00006981804,0.000099636665,0.000022656486,0.000063382904,0.000026953712,0.0000011031595],"category_scores_gemma":[0.000018508206,0.000046687604,0.00044759814,0.000074327094,0.00010814704,0.000028708999,0.00004626889,0.000100085,0.0000010335476],"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":[0.0038071123,0.0029724755,0.14318728,0.0031244997,0.004543722,0.000007748986,0.006620205,0.048876956,0.012043702,0.00061382836,0.00025915314,0.7739433],"study_design_scores_gemma":[0.0015272207,0.0010944059,0.006469239,0.00025354957,0.00023423226,0.00000360576,0.00012481444,0.984655,0.005131149,0.00039665526,0.000026606385,0.000083508974],"about_ca_topic_score_codex":0.000043080738,"about_ca_topic_score_gemma":2.2895769e-7,"teacher_disagreement_score":0.9357781,"about_ca_system_score_codex":0.000012335527,"about_ca_system_score_gemma":0.00003484886,"threshold_uncertainty_score":0.19038652},"labels":[],"label_agreement":null},{"id":"W4283782171","doi":"10.20537/2076-7633-2022-14-3-593-608","title":"Applying artificial neural network for the selection of mixed refrigerant by boiling curve","year":2022,"lang":"en","type":"article","venue":"Computer Research and Modeling","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","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":"Institute for Catastrophic Loss Reduction","keywords":"Refrigerant; Python (programming language); Artificial neural network; Boiling; Selection (genetic algorithm); Computer science; Mathematics; Thermodynamics; Artificial intelligence; Programming language; Physics","score_opus":0.09811655339885046,"score_gpt":0.3187938848983738,"score_spread":0.22067733149952334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283782171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28530884,0.00071754656,0.71303815,0.0001707566,0.00021811183,0.00037957673,0.000009322714,0.00014759578,0.00001009131],"genre_scores_gemma":[0.99369204,0.000053849755,0.0055950154,0.000013628255,0.00017038005,0.00042452133,0.000022959308,0.000013932073,0.000013671787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920386,0.00004573338,0.00017302204,0.00013581627,0.00018685713,0.00025469594],"domain_scores_gemma":[0.9996092,0.00017490958,0.000016326681,0.000098402736,0.00007806573,0.000023107172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006884427,0.00006467057,0.000092031994,0.00007991588,0.0008475068,0.00007731042,0.00013862069,0.000026738664,0.000005110567],"category_scores_gemma":[0.000013909217,0.000054935812,0.000029919247,0.0002135074,0.000034249344,0.00005987198,0.0001073532,0.0003199455,2.5290683e-7],"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":[0.000015204997,0.000007211515,0.000023549586,0.000018254781,0.000014967432,2.3562716e-7,0.000053297936,0.95559955,0.00292575,0.00097180606,0.004210956,0.036159217],"study_design_scores_gemma":[0.000096993695,0.000089966,0.000003541696,0.000008778741,0.000002179945,0.0000028118743,0.000103425074,0.9929975,0.0012503542,0.0030036552,0.0023829688,0.000057824545],"about_ca_topic_score_codex":0.000012899644,"about_ca_topic_score_gemma":0.000005690999,"teacher_disagreement_score":0.7083832,"about_ca_system_score_codex":0.000030860065,"about_ca_system_score_gemma":0.000012563134,"threshold_uncertainty_score":0.65184224},"labels":[],"label_agreement":null},{"id":"W4383888593","doi":"10.20537/2076-7633-2023-15-3-657-674","title":"Analysis of mixed reality cross-device global localization algorithms based on point cloud registration","year":2023,"lang":"en","type":"article","venue":"Computer Research and Modeling","topic":"Augmented Reality Applications","field":"Computer 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":"Instituto de Ciencias del Mar y Limnología, Universidad Nacional Autónoma de México; Canadian Institute for Advanced Research","keywords":"Point cloud; Augmented reality; Computer science; Point (geometry); Algorithm; Computer vision; Artificial intelligence; Mathematics; Geometry","score_opus":0.18859911318776218,"score_gpt":0.43712787023287825,"score_spread":0.24852875704511607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383888593","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016294504,0.000025091513,0.98188144,0.0011393083,0.000081463695,0.00022073949,0.000020930986,0.00015130258,0.00018519493],"genre_scores_gemma":[0.98706055,0.000064250315,0.012520221,0.00005335009,0.000073506955,0.000030396992,0.00016730565,0.0000062537074,0.000024140703],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997695,0.00021941563,0.00040105692,0.0005477583,0.0007716699,0.00036507653],"domain_scores_gemma":[0.99806964,0.00025474498,0.0000882592,0.00075345667,0.00067018985,0.00016369596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024280453,0.000102762715,0.00018630417,0.00036872752,0.0004686017,0.00034057023,0.00052726205,0.0000752931,7.4565924e-7],"category_scores_gemma":[0.00007922541,0.00010214294,0.00007090252,0.003494342,0.000119910335,0.00020872973,0.00031904306,0.00014201314,0.000007002514],"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":[0.000018089324,0.00006334771,0.00043548035,0.000024439896,0.000058496855,0.0000026083903,0.000056031906,0.9522623,0.000017936974,0.024398938,0.00044541922,0.02221694],"study_design_scores_gemma":[0.00021092052,0.000098510915,0.0013431074,0.000025579673,0.000011918359,4.54729e-7,0.000012479158,0.99069625,0.00008238284,0.0073020565,0.0001328327,0.00008348679],"about_ca_topic_score_codex":0.00037922213,"about_ca_topic_score_gemma":0.000128702,"teacher_disagreement_score":0.97076607,"about_ca_system_score_codex":0.00012306831,"about_ca_system_score_gemma":0.00012593018,"threshold_uncertainty_score":0.41652682},"labels":[],"label_agreement":null}]}