{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001789435,0.001068624,0.001185975,0.002141824,0.0008057841,0.003904081,0.0008196079,0.001485592,0.09102228],"category_scores_gemma":[0.004556836,0.0003170759,0.0006651357,0.002026879,0.001590587,0.001801674,0.001954609,0.002542058,0.02675095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291313,"about_ca_system_score_gemma":0.002276322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002238847,"about_ca_topic_score_gemma":0.002860187,"domain_scores_codex":[0.9982688,0.0004278644,0.0001381676,0.0001870394,0.0009098459,0.00006815929],"domain_scores_gemma":[0.9978426,0.000484537,0.0001207008,0.0004121865,0.0009791804,0.0001607796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009781574,0.0001668505,0.0004568381,0.0006734576,0.00007623719,0.00006269767,0.00004822883,0.01574055,0.001285344,0.2324069,0.4001588,0.3488263],"study_design_scores_gemma":[0.0000299392,0.0000693445,0.001332592,0.0003655501,0.00003900312,0.0001754835,0.00004301968,0.04960742,0.001448596,0.1877305,0.7591279,0.00003071667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00373495,0.0448143,0.142898,0.01426596,0.0399504,0.0001406508,0.001714604,0.0008813365,0.7515999],"genre_scores_gemma":[0.0731267,0.03695337,0.04666436,0.001067316,0.01071026,0.0002235372,0.001738433,0.001470954,0.8280451],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9089777,"threshold_uncertainty_score":0.3044999,"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."}}