{"id":"W4291915168","doi":"10.3390/pr10081612","title":"Special Issue on “Frontiers in Connecting Steady-State and Dynamic Approaches for Modelling Cell Metabolic Behavior”","year":2022,"lang":"en","type":"article","venue":"Processes","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada); Polytechnique Montréal","funders":"","keywords":"Bioprocess; Key (lock); Biochemical engineering; Computer science; Steady state (chemistry); Engineering; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004864711,0.003211086,0.00319608,0.003269803,0.002026927,0.005616451,0.004828812,0.007070923,0.09750199],"category_scores_gemma":[0.008102298,0.0008633886,0.002688499,0.001706679,0.001615346,0.004803897,0.003568145,0.00648292,0.04212833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002366136,"about_ca_system_score_gemma":0.00228443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326181,"about_ca_topic_score_gemma":0.002605713,"domain_scores_codex":[0.9972876,0.0004161253,0.0002366653,0.0005243109,0.001223682,0.0003115669],"domain_scores_gemma":[0.9885185,0.003837095,0.0007535924,0.0006849889,0.00401231,0.002193384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000787041,0.00003085756,0.00004422536,0.0003094019,0.000020966,0.00006881749,0.00001043427,0.0001233124,0.0004314149,0.001108417,0.9885482,0.009225289],"study_design_scores_gemma":[0.00003626246,0.00009369123,0.0004766681,0.0002150249,0.00004091654,0.000174995,0.00001928226,0.0005438757,0.000562457,0.003644506,0.9941692,0.00002309158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002702695,0.01120062,0.002465025,0.02440147,0.9474607,0.000100083,0.0004394269,0.0003183671,0.01334415],"genre_scores_gemma":[0.001781398,0.01149943,0.001037942,0.010903,0.916361,0.0001321363,0.001028928,0.0004769327,0.05677925],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09750199,"threshold_uncertainty_score":0.3261766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503949527045473,"score_gpt":0.2197837415001661,"score_spread":0.2047442462297114,"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."}}