{"id":"W2386198809","doi":"","title":"Development and Application of Numerical Control and Profile Modeling Saw Flake for Welded Pipe","year":2006,"lang":"en","type":"article","venue":"","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Flake; Welding; Materials science; Metallurgy; Engineering; Mechanical engineering; Composite material","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":[0.0006496666,0.0005259998,0.0003251921,0.0003036246,0.0004310476,0.0005460789,0.0007952868,0.0004496428,0.001612521],"category_scores_gemma":[0.001012749,0.0003232824,0.0004750401,0.0002088108,0.0004150407,0.0005575372,0.0004787324,0.0005884994,0.0003762789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005723753,"about_ca_system_score_gemma":0.001061477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01175341,"about_ca_topic_score_gemma":0.004916409,"domain_scores_codex":[0.99936,0.00006386869,0.00003097054,0.00009390453,0.0004244868,0.000026785],"domain_scores_gemma":[0.9995889,0.00005786798,0.0000332195,0.00005964185,0.0002364566,0.00002397888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001363483,0.00007861637,0.002418942,0.0001864063,0.00002515459,0.0001621925,0.0002757321,0.6473904,0.1512044,0.01960955,0.002888123,0.1756241],"study_design_scores_gemma":[0.00001565519,0.00006048496,0.0003995862,0.000006077513,0.000006522465,0.0000277303,0.00001129086,0.9801608,0.01423875,0.0006980917,0.004361977,0.00001300426],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01619111,0.0001705552,0.9767318,0.0001455916,0.00006848076,0.00006979294,0.00004164547,0.0006868866,0.005894078],"genre_scores_gemma":[0.7014384,0.0005497889,0.2904002,0.00005136312,0.00005103018,0.0001878697,0.0002005676,0.0001249144,0.006995867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01175341,"threshold_uncertainty_score":0.02336997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006506101773312383,"score_gpt":0.1937229277101739,"score_spread":0.1872168259368616,"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."}}