{"id":"W4387317392","doi":"10.2139/ssrn.4566458","title":"Shape Manipulation of a Rotating Liquid Liner Imploded by Arrays of Pneumatic Pistons: Experimental and Numerical Study","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Tribology and Lubrication Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"General Fusion (Canada)","funders":"","keywords":"Piston (optics); Mechanics; Mechanical engineering; Materials science; Physics; Engineering; Optics","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":[0.0002377747,0.000231745,0.0005030801,0.0001760429,0.0004292588,0.0004827915,0.0006931211,0.0007322772,0.001216089],"category_scores_gemma":[0.000501471,0.0002345228,0.0002346411,0.000201181,0.0007923024,0.0005010162,0.0004216732,0.0002976459,0.0002382966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310894,"about_ca_system_score_gemma":0.000245501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005207096,"about_ca_topic_score_gemma":0.000382258,"domain_scores_codex":[0.9998578,0.00001626929,0.000006981471,0.00003010632,0.00006170986,0.00002701479],"domain_scores_gemma":[0.9996089,0.0001380151,0.00009797249,0.00007559891,0.00004257109,0.00003694675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005057199,0.0001065387,0.001079933,0.00009542739,0.000009943601,0.0004504835,0.0001812748,0.01106467,0.9789717,0.0005868043,0.00009380209,0.006853757],"study_design_scores_gemma":[0.0001462951,0.002230221,0.008769103,0.00001181889,0.00003213028,0.0004132996,0.0002773631,0.2200087,0.7665242,0.0002134894,0.001312985,0.00006031947],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955049,0.00008133794,0.003512933,0.00004965242,0.00001256862,0.000009461375,0.00002235273,0.00006681183,0.0007399681],"genre_scores_gemma":[0.9966245,0.00004405865,0.002721879,0.000007149321,0.000003818415,0.000005929856,0.00001449554,0.000008737555,0.0005695594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001216089,"threshold_uncertainty_score":0.004068196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165213490890923,"score_gpt":0.2537627972542926,"score_spread":0.2421106623453833,"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."}}