{"id":"W2495469327","doi":"10.1007/978-1-61779-433-9","title":"Recombinant Gene Expression","year":2011,"lang":"en","type":"book","venue":"Methods in molecular biology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Molecular and Cell Biology; RIKEN; Natural Environment Research Council; Huazhong Agricultural University; Tartu Ülikool; Central Food Technological Research Institute, Council of Scientific and Industrial Research; Austrian Centre of Industrial Biotechnology; Universidad Nacional Autónoma de México; Universidad Autónoma de Nuevo León; Universidad de Sevilla; Instituto Mexicano del Seguro Social; Energy Biosciences Institute; Università degli Studi di Milano-Bicocca; Teknologian Tutkimuskeskus VTT; Arkansas Biosciences Institute; Rijksuniversiteit Groningen; Arkansas State University; Advanced Science Institute; Magyar Tudományos Akadémia; Agriculture and Agri-Food Canada; Università degli Studi di Napoli Federico II","keywords":"Recombinant DNA; Escherichia coli; Gene; Gene expression; Biology; Computational biology; Cell biology; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007165307,0.0005880799,0.0006443128,0.0002561897,0.00007958443,0.00001784953,0.0005992579,0.001611214,0.000277609],"category_scores_gemma":[0.0002689479,0.0005431939,0.0004263726,0.00009073717,0.0002186762,0.000002418224,0.00064421,0.0005159308,0.00004088459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006832615,"about_ca_system_score_gemma":0.0003223179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000237759,"about_ca_topic_score_gemma":0.000009675506,"domain_scores_codex":[0.9964263,0.001076391,0.0006222735,0.001200001,0.0001064648,0.000568537],"domain_scores_gemma":[0.9981797,0.00004208371,0.000339859,0.001163504,0.0001007768,0.0001740833],"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":[0.0001112205,0.0001063441,0.0001417079,0.00004382649,0.00007507347,0.00004780887,0.00001732168,0.00001079224,0.9751121,0.001107209,0.01609184,0.007134784],"study_design_scores_gemma":[0.0004762881,0.0005222472,0.00001695153,0.00009241486,0.00003356532,0.00003086699,0.000002690808,0.00000303678,0.6436599,0.03338332,0.321211,0.0005677192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001296822,0.01762823,0.695656,0.00003471987,0.003808894,0.0009730122,0.00009345962,0.00007596178,0.2804329],"genre_scores_gemma":[0.0003698618,0.00248721,0.6524029,0.001208993,0.0007060864,0.0003624725,0.001610285,0.0002887098,0.3405634],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3314521,"threshold_uncertainty_score":0.999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023068465870792,"score_gpt":0.3615364076381282,"score_spread":0.3384679417673362,"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."}}