{"id":"W4412200644","doi":"10.3390/mi16070805","title":"Integrated CAD/CAM Approach for Parametric Design and High Precision Fabrication of Planar Curvilinear Structures","year":2025,"lang":"en","type":"article","venue":"Micromachines","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Curvilinear coordinates; Fabrication; CAD; Engineering drawing; Mechanical engineering; Planar; Diamond turning; Computer science; Groove (engineering); Engineering; Process (computing); Design flow; Geometry; Machining; Computer graphics (images); Mathematics; Electronic engineering","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":[0.0004749057,0.0007226432,0.0004633914,0.0006718235,0.000225302,0.000772758,0.001203525,0.0007492719,0.004000506],"category_scores_gemma":[0.0007661292,0.0004962364,0.000498395,0.0004052637,0.0003372647,0.0004689519,0.0007880245,0.001004197,0.001120383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004384498,"about_ca_system_score_gemma":0.0009433576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009771507,"about_ca_topic_score_gemma":0.002115958,"domain_scores_codex":[0.99941,0.00003592431,0.00002853511,0.00008836851,0.0003895768,0.00004749037],"domain_scores_gemma":[0.999667,0.00006732742,0.00003938744,0.0001095595,0.00009852597,0.00001812546],"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":[0.000121568,0.000156602,0.001270938,0.0006689426,0.0001008688,0.0003219697,0.0002648996,0.06953009,0.6391739,0.01754891,0.002730827,0.2681106],"study_design_scores_gemma":[0.00007253054,0.0005324887,0.002593838,0.00007886552,0.00007645496,0.0009145747,0.00008885703,0.6259493,0.3021145,0.0038236,0.06364607,0.0001088845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01362731,0.0002919313,0.980655,0.00003368009,0.00004043573,0.0001110475,0.0001455543,0.001647504,0.003447605],"genre_scores_gemma":[0.1262376,0.0003097978,0.8712081,0.00003257134,0.00001211267,0.0002385281,0.0003447711,0.0001733332,0.001443186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004000506,"threshold_uncertainty_score":0.01338303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343779004294717,"score_gpt":0.2597027126900875,"score_spread":0.2462649226471403,"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."}}