{"id":"W2079314665","doi":"10.1007/s00348-008-0466-8","title":"Optical contouring of an acrylic surface for non-intrusive diagnostics in pipe-flow investigations","year":2008,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Optics; Materials science; Contouring; Wavefront; Distortion (music); Polishing; Planar; Diamond; Laser; Engineering drawing; Computer science; Physics; Composite material; Optoelectronics; Amplifier","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004748081,0.0003883152,0.0002264946,0.0004731969,0.0002959106,0.0005400829,0.0003530024,0.0004540639,0.001416716],"category_scores_gemma":[0.001129311,0.0003333633,0.0001500855,0.0004605271,0.0005081831,0.0004572497,0.0003759234,0.0005567157,0.0001775473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775912,"about_ca_system_score_gemma":0.000414648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000354898,"about_ca_topic_score_gemma":0.0006687906,"domain_scores_codex":[0.9997194,0.00005471008,0.00001148849,0.00003776283,0.0001461184,0.00003053869],"domain_scores_gemma":[0.9990908,0.0003505548,0.0001270096,0.0002430173,0.0001418186,0.00004684743],"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":[0.0001976291,0.0000298525,0.0006084287,0.00007817338,0.000002094116,0.00006087957,0.0001008087,0.0009630821,0.972623,0.0006394308,0.0001340848,0.02456261],"study_design_scores_gemma":[0.00002333599,0.000518261,0.009052377,0.00001909765,0.00001253405,0.0005099445,0.00008567996,0.01642209,0.9708156,0.0002996497,0.002214741,0.00002667737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.829979,0.0009737964,0.1634355,0.000149259,0.0001329795,0.0001354904,0.00009635399,0.0003882966,0.004709194],"genre_scores_gemma":[0.8985091,0.0003922794,0.09934052,0.00003494561,0.00002145202,0.00003490976,0.00005267604,0.00007792754,0.001536154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001416716,"threshold_uncertainty_score":0.004739404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702996354810813,"score_gpt":0.2548489913096283,"score_spread":0.2378190277615202,"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."}}