{"id":"W4386246366","doi":"10.24908/iqurcp16677","title":"Bioprocess Modelling, Intensification, and Control","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioprocess; Biochemical engineering; Process (computing); Leverage (statistics); Process control; Risk analysis (engineering); System dynamics; Computer science; Engineering; Systems engineering; Process engineering","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":[0.0006668573,0.001146483,0.0007829145,0.0006682895,0.0002668493,0.001936869,0.001164353,0.001283008,0.002487979],"category_scores_gemma":[0.0007645025,0.0004126264,0.0009810484,0.0008860138,0.0008945193,0.001216167,0.001012651,0.001001903,0.001063322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284438,"about_ca_system_score_gemma":0.001153922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004869792,"about_ca_topic_score_gemma":0.002520173,"domain_scores_codex":[0.9993476,0.000165622,0.00004757199,0.0001880911,0.0002103664,0.00004069443],"domain_scores_gemma":[0.9997746,0.00006505656,0.00005129287,0.00004002808,0.00006088787,0.000008189822],"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":[0.00004696674,0.00007723409,0.0009082249,0.0004680142,0.00005198035,0.0001583527,0.0001066174,0.8202161,0.01992331,0.08680204,0.001555862,0.06968536],"study_design_scores_gemma":[0.000007209353,0.00005066754,0.0003343685,0.00003452591,0.00001742174,0.00004167178,0.00001716532,0.9644409,0.006289702,0.01746255,0.01128709,0.00001662685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01228358,0.00452145,0.9622641,0.0006970457,0.0001281504,0.0001184095,0.000262731,0.0006935565,0.01903112],"genre_scores_gemma":[0.6670607,0.01222614,0.2809121,0.0003809203,0.0001971386,0.0007008641,0.0008721115,0.0001777324,0.03747228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004869792,"threshold_uncertainty_score":0.009682894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08278696928421773,"score_gpt":0.3643417110407605,"score_spread":0.2815547417565427,"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."}}