{"id":"W104336074","doi":"","title":"Optimizing in Ottawa Facility reaps significant benefits by optimizing centrifuge operations","year":2005,"lang":"en","type":"article","venue":"Water environment & technology","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Centrifuge; Computer science; Environmental science; Operations research; Operations management; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000403034,0.0003302277,0.0004143512,0.0005162465,0.0003024865,0.00004749111,0.0005829983,0.0004218895,0.0007945354],"category_scores_gemma":[0.00003631147,0.000287009,0.00006293366,0.0002142261,0.0005863269,0.0002443627,0.0004381192,0.000383229,0.001344976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003405317,"about_ca_system_score_gemma":0.000008541522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004833662,"about_ca_topic_score_gemma":0.00004962481,"domain_scores_codex":[0.9973294,0.00007293093,0.0006573232,0.0008307611,0.000256373,0.0008532741],"domain_scores_gemma":[0.9990524,0.00002394456,0.00008435143,0.0007546708,0.00001233415,0.00007231995],"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":[0.00001173648,0.0002852872,0.004237731,0.000006530472,0.00001887888,0.000008872693,0.0005732041,0.02924239,0.9601506,0.0008194743,0.0006216706,0.004023629],"study_design_scores_gemma":[0.0009560551,0.0001284222,0.001113246,0.00001587572,0.00002568642,0.00001484565,0.0006928313,0.001403649,0.9010859,0.0002126636,0.09378772,0.0005631497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988611,0.0009259294,0.0009762188,0.007952098,0.0000948083,0.0004895352,0.0001501924,0.0006302001,0.0001699767],"genre_scores_gemma":[0.982524,0.0005144942,0.01631847,0.0001883378,0.00001921282,0.0001777588,0.00005376578,0.00002930136,0.0001746531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09316605,"threshold_uncertainty_score":0.9999582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009329213365273583,"score_gpt":0.2009453218882254,"score_spread":0.1916161085229518,"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."}}