{"id":"W4234925647","doi":"10.23952/jano","title":"Journal of Applied and Numerical Optimization","year":2019,"lang":"en","type":"paratext","venue":"Journal of Applied and Numerical Optimization","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003586983,0.0005457866,0.001357915,0.0006912554,0.00008593992,0.0001330919,0.0002984917,0.0006855279,0.0005615833],"category_scores_gemma":[0.00004807768,0.0005079262,0.0001578679,0.0004581114,0.000110874,0.0003111649,0.00007314016,0.001120769,0.00002641784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620268,"about_ca_system_score_gemma":0.000118877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.430608e-7,"about_ca_topic_score_gemma":1.481441e-8,"domain_scores_codex":[0.9971818,0.00003663358,0.0016339,0.0002738758,0.0005068888,0.0003669494],"domain_scores_gemma":[0.9976993,0.0001938899,0.001250617,0.0002057145,0.000352051,0.0002984493],"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":[0.0002106267,0.00004735652,0.000004489405,0.0002215177,0.0002713326,0.000005462568,0.0002386969,0.9886844,0.0001762352,0.0001849939,0.008249095,0.001705757],"study_design_scores_gemma":[0.001760477,0.0002334323,0.00001512791,0.000155234,0.0002592592,0.0002443063,0.0001204041,0.9862216,0.0002630099,0.00004783276,0.0101286,0.0005507446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001478907,0.001949976,0.9808323,0.00007834127,0.002526941,0.0002774557,0.00001675888,0.00003925202,0.01413106],"genre_scores_gemma":[0.2294941,0.01764558,0.7481731,0.0002995544,0.002794119,0.00002237418,0.0001897913,0.0005240134,0.00085732],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2326592,"threshold_uncertainty_score":0.9997373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005005978399821935,"score_gpt":0.2048406108827155,"score_spread":0.1998346324828935,"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."}}