{"id":"W2081524004","doi":"10.4028/www.scientific.net/msf.539-543.4938","title":"Electron Beam Freeform Fabrication on Stainless Steel","year":2007,"lang":"en","type":"article","venue":"Materials science forum","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"","keywords":"Materials science; Brazing; Cathode ray; Fabrication; Filler (materials); Beam (structure); Composite material; Metallurgy; Electron; Optics; Alloy","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":[0.000645162,0.0001032682,0.0001028811,0.0001996549,0.0001382216,0.0001073915,0.0003755142,0.00006547236,0.00003908339],"category_scores_gemma":[0.00005406759,0.00008900908,0.00001565044,0.0003529449,0.0001465072,0.0002155852,0.00004928761,0.00006277543,0.0001007826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169143,"about_ca_system_score_gemma":0.00001813938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001061841,"about_ca_topic_score_gemma":0.00001203282,"domain_scores_codex":[0.9988967,0.000002944344,0.0001647637,0.000172258,0.0002252305,0.000538067],"domain_scores_gemma":[0.9996021,0.00001379585,0.00002661392,0.0002795593,0.00003079389,0.00004718004],"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":[0.000005155009,0.00000884332,0.0002339499,0.000008013825,0.000001281258,9.670113e-7,0.00004618377,0.0001248254,0.989594,0.00476593,0.0002269083,0.004983902],"study_design_scores_gemma":[0.00007206821,0.00007037258,0.007007281,0.000007018266,0.000001134002,0.000001656759,0.000293823,0.0001356129,0.989053,0.0005637195,0.002679127,0.0001152086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913681,0.00002518239,0.00199963,0.00007437888,0.0007079992,0.0001366082,0.000004686739,0.0006359666,0.0050475],"genre_scores_gemma":[0.9995268,0.0000153705,0.0002427151,0.00006258924,0.00003797979,0.000008950075,0.000003052512,0.00001223141,0.00009033863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008158725,"threshold_uncertainty_score":0.3629685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00782017010511988,"score_gpt":0.2296533077808806,"score_spread":0.2218331376757607,"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."}}