{"id":"W4244113138","doi":"10.23952/jnva.4.2020.1.06","title":"Nesterov perturbations and projection methods applied to IMRT","year":2020,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Projection (relational algebra); Computer science; Mathematics; Artificial intelligence; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005754047,0.00009507701,0.000359307,0.0002714081,0.00009830773,0.00005795624,0.00006655173,0.00004576194,0.00006775099],"category_scores_gemma":[0.001289947,0.00007393604,0.0001381382,0.000884511,0.0000172611,0.0001039406,0.00003791262,0.0001350347,0.000001539614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001976999,"about_ca_system_score_gemma":0.00004079526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007053561,"about_ca_topic_score_gemma":0.000003960618,"domain_scores_codex":[0.9989238,0.000155499,0.0004677496,0.0001365403,0.0002355167,0.00008089936],"domain_scores_gemma":[0.9985014,0.0007208388,0.0002862635,0.00006338858,0.0002409183,0.000187194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001326491,0.00198006,0.02204328,0.0004691782,0.02133192,0.00001411217,0.02621629,0.006729423,0.1133688,0.2864377,0.001110036,0.5189727],"study_design_scores_gemma":[0.002000965,0.0008727905,0.1181201,0.00003348256,0.01323035,0.00005591999,0.001044815,0.4763857,0.001044707,0.3807099,0.005805864,0.0006954232],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03601894,0.00001888866,0.9587823,0.004939521,0.00004018444,0.00009224801,0.00001256819,0.000009830072,0.00008556873],"genre_scores_gemma":[0.04806573,0.0000113744,0.9511299,0.0004326174,0.0002988412,0.000004083655,0.000006867261,0.000008571739,0.00004204161],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5182773,"threshold_uncertainty_score":0.3015024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0935710232321839,"score_gpt":0.4108169217765467,"score_spread":0.3172458985443628,"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."}}