{"id":"W1978636681","doi":"10.1016/j.ymeth.2012.07.012","title":"Uniform amplification of phage display libraries in monodisperse emulsions","year":2012,"lang":"en","type":"article","venue":"Methods","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Glycomics Centre","funders":"Alberta Glycomics Centre","keywords":"Microfluidics; Phage display; Dispersity; clone (Java method); Escherichia coli; Bacterial virus; Phagemid; Nanotechnology; Chemistry; Biophysics; Biology; Bacteriophage; Materials science; DNA; Biochemistry; Genetics; Antibody","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007181022,0.00008386362,0.0002233663,0.0001418772,0.00003847754,0.000005988329,0.00007981304,0.00005035624,0.0003189078],"category_scores_gemma":[0.0002239111,0.00006048475,0.00006966948,0.0002778921,0.0001116143,0.0001582928,0.00006154976,0.0001672959,0.00003233123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002166622,"about_ca_system_score_gemma":0.00003731912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001544649,"about_ca_topic_score_gemma":0.000005507029,"domain_scores_codex":[0.9990743,0.0001664875,0.0002314158,0.0001048139,0.0001655469,0.0002574525],"domain_scores_gemma":[0.9992626,0.000311268,0.00004473667,0.00020221,0.0000339147,0.000145277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007104394,0.000960114,0.4563795,0.0003944358,0.00007668717,0.00001379913,0.004461318,0.000007220573,0.2679965,0.09963381,0.0009159307,0.1684503],"study_design_scores_gemma":[0.0007619738,0.0001511592,0.7584994,0.00009408221,0.00004232179,0.0000336482,0.0007843862,0.001414881,0.156167,0.001310927,0.0805805,0.0001596216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534556,0.001951106,0.01314637,0.001254348,0.0001608493,0.0003111527,0.00002136713,0.00002545326,0.02967377],"genre_scores_gemma":[0.7658285,0.0001443525,0.2303462,0.0001026126,0.0001052756,0.00001647296,0.00003229965,0.00001114004,0.003413072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.30212,"threshold_uncertainty_score":0.3491817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08222752425119824,"score_gpt":0.4504849282572534,"score_spread":0.3682574040060552,"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."}}