{"id":"W4416967321","doi":"10.1117/12.3071790","title":"Development of an improved surface topography model for ultra-precision diamond turning of the GIRMOS image slicer using RSA6061","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Waviness; Diamond turning; Machining; Diamond tool; Enhanced Data Rates for GSM Evolution; Surface roughness; Surface (topology); Surface finish","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"],"consensus_categories":[],"category_scores_codex":[0.0009110511,0.0005357757,0.0007346054,0.00025042,0.0002806421,0.00007800854,0.0009326524,0.0003351298,0.00001522889],"category_scores_gemma":[0.0002702714,0.0004620971,0.0003614405,0.0008624914,0.0001766128,0.000793124,0.0002923736,0.0004296788,1.91544e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002531146,"about_ca_system_score_gemma":0.0003003243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207085,"about_ca_topic_score_gemma":0.00009789296,"domain_scores_codex":[0.9969336,0.0000746849,0.001416627,0.0005661556,0.0003569851,0.0006518991],"domain_scores_gemma":[0.9976296,0.0003600362,0.0004109482,0.001058763,0.0004333826,0.0001072151],"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":[0.00005381962,0.00007204709,0.0001576639,0.0004447059,0.0001072722,8.326698e-8,0.002345342,0.2939117,0.697069,0.0002237804,0.00002603946,0.005588504],"study_design_scores_gemma":[0.0002990293,0.00001679626,0.0001278094,0.0003406261,0.00005974753,2.537422e-7,0.0002658875,0.4979784,0.4992872,0.001329647,0.00005806878,0.0002365025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4566158,0.0002232855,0.5414225,0.00002040842,0.0001907313,0.0009498108,0.00004815731,0.0001461581,0.0003830984],"genre_scores_gemma":[0.4918619,0.00002198145,0.5079136,0.00001823532,0.000007428014,0.00001683405,0.000003637209,0.00005379537,0.0001025285],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2040667,"threshold_uncertainty_score":0.9997831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909727315306963,"score_gpt":0.2932590940751261,"score_spread":0.2741618209220564,"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."}}