{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005947466,0.000898051,0.0005596373,0.0004043074,0.0003463972,0.0005277978,0.0005471626,0.0007755118,0.00134079],"category_scores_gemma":[0.002274991,0.0003734193,0.0003831059,0.0003830536,0.0009902224,0.0009527834,0.00134183,0.001101828,0.0003329225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950406,"about_ca_system_score_gemma":0.00060313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621645,"about_ca_topic_score_gemma":0.001126713,"domain_scores_codex":[0.9995969,0.0001896898,0.00001823826,0.0000466489,0.0001307757,0.00001777909],"domain_scores_gemma":[0.9996488,0.0001805256,0.00005479901,0.00003487564,0.00005512335,0.00002583126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001752375,0.00002684592,0.0003968193,0.0002990477,0.0000474202,0.0001874967,0.0001369981,0.7634941,0.01850767,0.1267829,0.001508955,0.0884364],"study_design_scores_gemma":[0.000006174798,0.00003624143,0.00007570931,0.00001348942,0.000004569798,0.00005120741,0.00000663779,0.9824499,0.00338247,0.01114317,0.002820426,0.00001001721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005034147,0.0005501423,0.9909815,0.0001751061,0.000114312,0.00003696192,0.00001848718,0.0001274169,0.002961872],"genre_scores_gemma":[0.4375336,0.001651546,0.5514438,0.0002480487,0.0002209786,0.0002767522,0.00008647318,0.000306224,0.008232598],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001621645,"threshold_uncertainty_score":0.004485369,"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."}}