{"id":"W4389584819","doi":"10.17118/11143/20883","title":"On deriving test cases for benchmarking methods for simulating transportcharacteristics of triply periodic minimal surfaces","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Theoretical and Applied Studies in Material Sciences and Geometry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Benchmarking; Computer science; Test (biology); Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002201828,0.000867967,0.0007265176,0.001537747,0.0006301023,0.0009952983,0.001694615,0.001601294,0.001785552],"category_scores_gemma":[0.009881012,0.0002890655,0.0006704087,0.0008832028,0.0007989514,0.0007836004,0.00105738,0.0008358689,0.0002361446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008775573,"about_ca_system_score_gemma":0.0008139191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00630076,"about_ca_topic_score_gemma":0.00357672,"domain_scores_codex":[0.9990296,0.0003894896,0.00008708124,0.00008296459,0.0002714874,0.000139374],"domain_scores_gemma":[0.992653,0.005189805,0.0004707595,0.0005127009,0.0009995985,0.0001741451],"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":[0.0001541349,0.0002818709,0.007121339,0.0002354841,0.0000343278,0.0001756781,0.00006075826,0.9731932,0.00278866,0.003675392,0.0004459345,0.01183321],"study_design_scores_gemma":[0.00001028683,0.00006026529,0.000353049,0.00001514221,0.000003644639,0.00001382681,0.0000213686,0.9961772,0.002817816,0.0003692517,0.0001541193,0.00000406782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8418838,0.0007286406,0.1469321,0.0003268406,0.00009982192,0.0003784571,0.00101952,0.0009391306,0.007691742],"genre_scores_gemma":[0.9404336,0.0001310505,0.05798166,0.00003050911,0.00001073491,0.0002400535,0.0007826365,0.00007434901,0.0003153931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00630076,"threshold_uncertainty_score":0.01252812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396647973279546,"score_gpt":0.3319930909516535,"score_spread":0.308026611218858,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}