{"id":"W7132449632","doi":"","title":"Titanium and titanium alloy powder injection moulding: matching application requirements","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Titanium; Titanium alloy; Matching (statistics); Alloy; Powder metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001249662,0.0001004735,0.00007667712,0.00006036022,0.0001185473,0.0000670916,0.0000615344,0.00009065723,0.0001147372],"category_scores_gemma":[0.000007755616,0.00009740631,0.00001697262,0.00008324683,0.00001976634,0.0002081521,0.00002066004,0.0002150473,0.00003936046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002450156,"about_ca_system_score_gemma":0.000005979455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002332576,"about_ca_topic_score_gemma":0.00002626412,"domain_scores_codex":[0.9994735,0.000006108747,0.0001243516,0.0001414456,0.0001094498,0.0001452034],"domain_scores_gemma":[0.999767,0.00000826597,0.00002184922,0.0001224305,0.00003804923,0.00004241318],"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":[0.000005871206,0.000007023474,0.0004117631,0.00007265995,0.00001077925,3.058425e-7,0.0003341636,0.0008472761,0.9871117,0.003329733,0.0006456022,0.007223052],"study_design_scores_gemma":[0.001343798,0.0002629197,0.007036232,0.0001249812,0.0001048377,0.0002015081,0.001263557,0.08436874,0.7416037,0.03576249,0.126247,0.001680306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933737,0.0000582596,0.01697006,0.0001359279,0.001195575,0.0001889511,0.000002947645,0.000555005,0.04715633],"genre_scores_gemma":[0.9962526,0.00002551974,0.003019613,0.00005242358,0.0001831744,0.00003104761,0.000003788215,0.00002915639,0.000402708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2455081,"threshold_uncertainty_score":0.3972114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085616473623854,"score_gpt":0.2261698099887559,"score_spread":0.2153136452525173,"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."}}