{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01298517,0.001077543,0.0004584149,0.001232864,0.00200668,0.006055662,0.001832361,0.006404944,0.0262223],"category_scores_gemma":[0.01758833,0.0003239833,0.000828531,0.001686369,0.00494205,0.004720544,0.003629008,0.007210569,0.006809234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002807693,"about_ca_system_score_gemma":0.005289795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292481,"about_ca_topic_score_gemma":0.003030984,"domain_scores_codex":[0.9918793,0.002323725,0.0004573801,0.001674188,0.002657799,0.001007588],"domain_scores_gemma":[0.9618515,0.01374779,0.004392209,0.003078975,0.01232464,0.004604822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001773915,0.001146635,0.01718865,0.007413993,0.0001853352,0.002125051,0.001991683,0.00199804,0.04928228,0.3795561,0.1690905,0.3682478],"study_design_scores_gemma":[0.0001552464,0.000715875,0.01627272,0.00135976,0.00006189597,0.001590823,0.002713521,0.0005860653,0.01690163,0.0431182,0.9163908,0.0001334096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06794759,0.09662206,0.05104249,0.5597737,0.00997982,0.0006388491,0.001254096,0.0008121947,0.2119292],"genre_scores_gemma":[0.6281895,0.05300417,0.07707146,0.1441053,0.004509648,0.001269809,0.001632483,0.0004849905,0.0897326],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0262223,"threshold_uncertainty_score":0.0877223,"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."}}