{"id":"W7061121435","doi":"","title":"Oxygen Sources and Control in Titanium P/M Processes","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Titanium; Oxygen; Process (computing); Process control; Titanium alloy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003862563,0.0002704142,0.0001936078,0.0004426761,0.0006296479,0.001050341,0.000620281,0.0004593782,0.003246712],"category_scores_gemma":[0.0007686566,0.0001364069,0.0001857323,0.0003402439,0.0004759757,0.0008434255,0.0004785221,0.0003579021,0.0004832664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009555935,"about_ca_system_score_gemma":0.0003167783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002109051,"about_ca_topic_score_gemma":0.001941414,"domain_scores_codex":[0.9998529,0.00001124855,0.000007168077,0.00003378917,0.00005869658,0.00003630134],"domain_scores_gemma":[0.9998258,0.00007385889,0.00003457009,0.0000179721,0.00003328913,0.00001459314],"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":[0.001613974,0.000120979,0.00270046,0.0005198848,0.00003019173,0.0003583433,0.0002838919,0.003604396,0.8212037,0.09933899,0.003857028,0.06636822],"study_design_scores_gemma":[0.0001244689,0.000383899,0.004271241,0.00003664586,0.00004991123,0.0001712389,0.0003147504,0.02669628,0.9122821,0.02076626,0.03486968,0.00003351134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8407735,0.007011595,0.03747372,0.003223212,0.0007407606,0.0001329008,0.0007161975,0.0003870845,0.1095411],"genre_scores_gemma":[0.9847851,0.001322454,0.003037893,0.0001107791,0.00009101345,0.0000242297,0.0001673228,0.00006460027,0.01039667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003246712,"threshold_uncertainty_score":0.0108614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00645809963056576,"score_gpt":0.2350496882412002,"score_spread":0.2285915886106345,"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."}}