{"id":"W2936590455","doi":"10.1089/ind.2019.29163.jkh","title":"Practical Reasons for Encouraging More Widespread Use of Bioaugmentation","year":2019,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital","funders":"","keywords":"Bioaugmentation; Sustainability; Popularity; Biochemical engineering; Biotechnology; Business; Environmental science; Biology; Microorganism; Ecology; Engineering; Bacteria","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":[],"consensus_categories":[],"category_scores_codex":[0.00009626164,0.00009520299,0.000137142,0.00008888826,0.00002884815,0.00001295687,0.00009739026,0.0004689505,0.00002041852],"category_scores_gemma":[0.0005749281,0.00008880704,0.00006674488,0.0001143472,0.0001201488,0.000008220115,0.00008046126,0.0001297264,0.000008599019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003049386,"about_ca_system_score_gemma":0.0001570261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527598,"about_ca_topic_score_gemma":0.00003967169,"domain_scores_codex":[0.9992316,0.00002808264,0.0001567575,0.0002669082,0.00009354275,0.0002231605],"domain_scores_gemma":[0.9994398,0.00006519341,0.00009764161,0.0002955388,0.00005925425,0.00004261576],"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":[0.0008529011,0.0001158375,0.01182301,0.00001028287,0.0001612598,0.000003687872,0.0000085704,0.0000111981,0.9567648,0.0005935383,0.009585902,0.02006903],"study_design_scores_gemma":[0.001868082,0.0008638397,0.0001574731,0.00001714768,0.00002232477,0.00001495205,0.00007038924,0.00003695232,0.9260505,0.00004847134,0.07076097,0.00008887153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938665,0.00005443218,0.001289309,0.00369887,0.0002155835,0.0006826508,0.0001344157,0.00001947999,0.00003876788],"genre_scores_gemma":[0.9967942,0.00007807171,0.002433327,0.00005383995,0.00009487073,0.00005505255,0.0001977784,0.00001388699,0.0002790028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06117507,"threshold_uncertainty_score":0.3621446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08994383844897245,"score_gpt":0.3687394639558737,"score_spread":0.2787956255069012,"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."}}