{"id":"W4412225674","doi":"","title":"3D Printed Microscale Static Geometry Check Valve","year":2023,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Tribology and Lubrication Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Microscale chemistry; 3d printed; Geometry; Engineering drawing; Computer graphics (images); Computer science; Engineering; Mathematics; Manufacturing engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005820436,0.0004593463,0.0009190889,0.0009802436,0.0002491249,0.00001301842,0.001564095,0.0008488881,0.001292066],"category_scores_gemma":[0.0002098574,0.0006270139,0.0005981663,0.002629312,0.0008886665,0.0003529655,0.0007323886,0.001086046,0.0006811188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004137001,"about_ca_system_score_gemma":0.0001088215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001014992,"about_ca_topic_score_gemma":0.0001413179,"domain_scores_codex":[0.9973659,0.0001125592,0.0005164361,0.0006690283,0.0005512534,0.0007848491],"domain_scores_gemma":[0.9976137,0.0005794402,0.0002408718,0.00094578,0.0002472549,0.0003730016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002255108,0.002780768,0.02069545,0.004000382,0.003380558,0.002283443,0.00184671,0.07967414,0.6546792,0.01482825,0.1938045,0.01977142],"study_design_scores_gemma":[0.01385038,0.001534034,0.6447172,0.00175786,0.002259541,0.0004573475,0.005658367,0.05431613,0.02331751,0.001828304,0.244383,0.005920291],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8007911,0.0005047792,0.1680429,0.0007195259,0.0004248193,0.001169777,0.000336221,0.003240588,0.02477034],"genre_scores_gemma":[0.9800228,0.0008746164,0.01644864,0.00002337232,0.00002751277,5.260945e-7,0.00006784865,0.00006174833,0.00247292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6313617,"threshold_uncertainty_score":0.9996209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009798699615930103,"score_gpt":0.1947540617156475,"score_spread":0.1849553620997174,"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."}}