{"id":"W3192967471","doi":"10.1089/ind.2021.0002","title":"Review of Microorganisms and Their Enzymatic Products for Industrial Bioprocesses","year":2021,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biochemical engineering; Microorganism; Biotechnology; Industrial biotechnology; Sustainability; Industrial microbiology; Bacteria; Biology; Engineering; Ecology","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":[0.0001950219,0.0001332684,0.000252616,0.00005311377,0.00004556211,0.00000965858,0.000118724,0.0006108275,0.00001545332],"category_scores_gemma":[0.001830873,0.0001181659,0.00004058832,0.0003010326,0.0001336839,0.000004571979,0.0001002084,0.0001426659,0.000001252463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007036321,"about_ca_system_score_gemma":0.0002224013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001902153,"about_ca_topic_score_gemma":0.000001803047,"domain_scores_codex":[0.9990946,0.00004305781,0.0003050213,0.0003688665,0.00004060045,0.0001478552],"domain_scores_gemma":[0.9992321,0.00001295501,0.000182985,0.0003097855,0.000236866,0.00002531135],"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":[0.00004463319,0.00004445991,0.00002908835,0.0005115823,0.00003815944,2.983479e-7,0.000007681234,6.235285e-8,0.9742035,0.0001726435,0.006235972,0.0187119],"study_design_scores_gemma":[0.0005456004,0.0001608278,0.000003131864,0.0003155125,0.00002024559,0.00004101259,0.00004720077,4.493783e-7,0.781146,0.00005536767,0.2175692,0.00009536072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.901912,0.0570491,0.001454124,0.03654915,0.001329133,0.001346184,0.0002206833,0.00008241942,0.00005717477],"genre_scores_gemma":[0.931753,0.05830359,0.00189092,0.002479264,0.002770464,0.0001475307,0.001631686,0.00007997317,0.0009436041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2113333,"threshold_uncertainty_score":0.4818666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349021244617023,"score_gpt":0.249555024788414,"score_spread":0.2160648123422438,"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."}}