{"id":"W2809953144","doi":"10.1145/3197517.3201338","title":"DSCarver","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Carving; Machining; Tool path; Computer science; Surface (topology); Curvature; Numerical control; Spiral (railway); Path (computing); Engineering drawing; Geometry; Mechanical engineering; Mathematics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00003570785,0.0001065136,0.0001020613,0.000165354,0.00009340348,0.00001062231,0.0001882038,0.00006910528,0.0001864249],"category_scores_gemma":[0.00000785591,0.0001028221,0.0000996281,0.0006183316,0.00009415906,0.0001020021,0.000001645321,0.0001893803,0.0001146316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002084279,"about_ca_system_score_gemma":0.000002606414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004931609,"about_ca_topic_score_gemma":0.00003392317,"domain_scores_codex":[0.999483,0.000008718391,0.0001166628,0.0001246194,0.0001142486,0.0001527284],"domain_scores_gemma":[0.9994086,0.00004350112,0.00000942189,0.0004419131,0.00004182279,0.00005473395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009719761,0.000697354,0.001005965,0.0001216466,0.001261345,0.00002463827,0.0008107191,0.02583526,0.0309292,0.009833294,0.01272123,0.9166622],"study_design_scores_gemma":[0.0008348218,0.0009022388,0.0043046,0.00009594992,0.0003609341,0.00002889723,0.0001104254,0.05342991,0.4878734,0.1207571,0.3294562,0.001845447],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01181659,0.00003053046,0.9847541,0.000156789,0.0001301525,0.00005387282,0.000006885849,0.001076426,0.001974613],"genre_scores_gemma":[0.9797912,0.000183701,0.01966195,0.000181073,0.00004428508,0.0000205705,0.000001646646,0.00002725445,0.00008837342],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9679745,"threshold_uncertainty_score":0.4192962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261405317961514,"score_gpt":0.2502125801800868,"score_spread":0.2375985270004717,"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."}}