{"id":"W2949985932","doi":"","title":"Application of Optimal Control Theory toBiomedical and Biochemical Processes","year":2019,"lang":"en","type":"article","venue":"American Journal of Biomedical Science & Research","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Control (management); Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003625889,0.00009134418,0.0003295046,0.000510029,0.00005692388,0.00002937493,0.000533394,0.00004985395,0.00002050752],"category_scores_gemma":[0.0008190368,0.00006797529,0.00003183777,0.002316824,0.004175495,0.0002656482,0.00006116211,0.0003477234,0.000007061354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117547,"about_ca_system_score_gemma":0.0003507815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009665522,"about_ca_topic_score_gemma":1.77923e-7,"domain_scores_codex":[0.9973201,0.0001004664,0.000466721,0.0001890825,0.001518978,0.0004046479],"domain_scores_gemma":[0.9980099,0.0005778819,0.0001637664,0.0001690012,0.0006866436,0.0003928037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002394731,0.0001142022,0.001311242,0.0001823757,0.00004763467,0.000006809073,0.0005845908,0.002484613,0.6623266,0.0007538659,0.0000959407,0.3318526],"study_design_scores_gemma":[0.01142569,0.01225392,0.01320296,0.001359837,0.0001213023,0.0011467,0.01470903,0.8433442,0.0820832,0.004517992,0.01440518,0.001430054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6566598,0.0005951349,0.3419215,0.0003055683,0.00009354114,0.0002369305,0.000004783786,0.00001932627,0.0001633767],"genre_scores_gemma":[0.99629,0.00009648447,0.003464486,0.00001746865,0.0001056486,0.000007972541,7.907794e-7,0.00001083352,0.000006325191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8408595,"threshold_uncertainty_score":0.9985346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00554605909797748,"score_gpt":0.2990905695860224,"score_spread":0.2935445104880449,"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."}}