{"id":"W3185101699","doi":"10.1002/bit.27902","title":"A novel, scalable, and modular bioreactor design for dynamic simulation of the digestive tract","year":2021,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bioreactor; Biology; Bacterial growth; Microbiology; Bacteria; Biochemical engineering; Engineering; Genetics","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":[0.0002071585,0.000385107,0.0002972605,0.0001540687,0.0002675392,0.0003525825,0.0006922448,0.0005006395,0.0008991778],"category_scores_gemma":[0.0002633335,0.0002251493,0.0004624929,0.000152793,0.0001786484,0.0002715196,0.0003414249,0.0003700945,0.0002817384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903089,"about_ca_system_score_gemma":0.0007271002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002225868,"about_ca_topic_score_gemma":0.002117319,"domain_scores_codex":[0.9999168,0.00001300034,0.000004757886,0.00002313239,0.00002953465,0.00001272149],"domain_scores_gemma":[0.9999317,0.00001603068,0.00001284478,0.00001001629,0.00001731838,0.00001208037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001119507,0.00008539924,0.001473353,0.0001502506,0.0000329529,0.0001529207,0.0000550576,0.4169573,0.5636176,0.002585018,0.0003368015,0.01444129],"study_design_scores_gemma":[0.00003513327,0.0002517875,0.0008688116,0.000008179328,0.00002277392,0.00008885154,0.00001530468,0.9165295,0.07668169,0.0003955303,0.0050807,0.00002160258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.268425,0.0002956656,0.7258503,0.0001782972,0.0001002842,0.0001766236,0.0004991933,0.001079162,0.003395496],"genre_scores_gemma":[0.7221562,0.0003679996,0.2741888,0.00003870639,0.00001370909,0.0004431581,0.0003634142,0.00007545271,0.002352549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002225868,"threshold_uncertainty_score":0.004425824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129860562316831,"score_gpt":0.2382812348605486,"score_spread":0.2269826292373803,"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."}}