{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006127627,0.00004859028,0.00009010189,0.00001626369,0.00002469849,0.000006701309,0.00001506772,0.00002761737,0.000005603488],"category_scores_gemma":[0.000002354188,0.0000425429,0.000007177313,0.00001570512,0.000005240563,0.00003883219,0.000005303981,0.00001274768,0.000001072316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004774085,"about_ca_system_score_gemma":0.00000371844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001577086,"about_ca_topic_score_gemma":0.000008735383,"domain_scores_codex":[0.9997044,0.00000161045,0.000133507,0.00006094032,0.00002886166,0.00007068359],"domain_scores_gemma":[0.9999177,0.000009933176,0.00001114138,0.00003321636,0.00001190826,0.00001612061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000836722,0.00004142721,0.0002094995,0.0008814322,0.00007125032,2.917272e-7,0.0003054004,0.04422833,0.7978596,0.06405871,0.00008993613,0.09217043],"study_design_scores_gemma":[0.0003725161,0.000006511422,0.0001016458,0.000005184263,0.000007356982,0.000001084719,0.00001552059,0.9432564,0.05190856,0.0003507433,0.003907323,0.00006716998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3402994,0.00003618304,0.6588225,0.000005913734,0.00002117977,0.0001575972,0.000001424671,0.00003507466,0.0006207254],"genre_scores_gemma":[0.9545315,0.000001966451,0.04531327,0.000005389033,0.00002208403,0.00006099017,0.000009801402,0.000006680153,0.00004831823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8990281,"threshold_uncertainty_score":0.1734849,"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."}}