{"id":"W2183022243","doi":"10.1139/cjm-2014-0233","title":"How could haloalkaliphilic microorganisms contribute to biotechnology?","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Microbiology","topic":"Polyamine Metabolism and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ectoine; Osmoprotectant; Microorganism; Polyhydroxyalkanoates; Biotransformation; Betaine; Biochemistry; Industrial microbiology; Halophile; Chemistry; Biology; Bacteria; Enzyme; Fermentation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003440253,0.0004211477,0.00148634,0.0005383674,0.0001208836,0.00005902638,0.001115616,0.001217163,0.00002171503],"category_scores_gemma":[0.0003177058,0.0003577772,0.0004913819,0.0002673251,0.0002776971,0.000002865739,0.00008703919,0.0004871693,0.00007688583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007950341,"about_ca_system_score_gemma":0.00199108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001255002,"about_ca_topic_score_gemma":0.00301021,"domain_scores_codex":[0.9981375,0.0001677774,0.0006311702,0.0004119175,0.00003302543,0.0006186287],"domain_scores_gemma":[0.9978753,0.00002791166,0.0006308259,0.0006168419,0.0002144338,0.0006346707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009259125,0.00002919815,0.000005675168,0.0007923768,0.0006984472,0.00006735844,0.00001869187,7.208321e-7,0.3160223,0.0009413864,0.1264926,0.5549219],"study_design_scores_gemma":[0.0002162952,0.0002008869,9.958204e-7,0.0003870538,0.0003043608,0.002422066,0.000007705509,1.860564e-8,0.0077298,0.00002412859,0.9883659,0.00034081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002790586,0.9934158,0.00202941,0.002012368,0.0007221379,0.0003929845,0.001109247,0.000005440613,0.00003356925],"genre_scores_gemma":[0.000674072,0.9947589,0.0006884706,0.0009637472,0.001021262,0.00002139033,0.0006459207,0.0000734448,0.001152768],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8618732,"threshold_uncertainty_score":0.9998874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012089944860431,"score_gpt":0.2515783948361469,"score_spread":0.2394884499757159,"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."}}