{"id":"W2399280670","doi":"10.1007/978-1-61779-968-6_27","title":"Multivalent Display of Single-Domain Antibodies","year":2012,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; National Research Council Canada; Institute for Biological Sciences; University of Ottawa","funders":"","keywords":"Panning (audio); Avidity; Single-domain antibody; Phage display; Antigen; Antibody; Binding affinities; Computational biology; Molecular biology; Chemistry; Biology; Immunology; Biochemistry; Receptor","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":[0.0001441808,0.0002399823,0.0002232207,0.0001911508,0.0001304052,0.0003788787,0.0002669526,0.000263613,0.001214353],"category_scores_gemma":[0.000161944,0.00014464,0.0002116778,0.0001558515,0.0001136265,0.0001810821,0.0004869006,0.000468475,0.0004771549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715833,"about_ca_system_score_gemma":0.00009224662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001512576,"about_ca_topic_score_gemma":0.000249306,"domain_scores_codex":[0.9998349,0.00002880337,0.000008349515,0.00004414211,0.00004758043,0.00003625933],"domain_scores_gemma":[0.9999447,0.00001305313,0.000007741144,0.000008034453,0.000008008062,0.00001852137],"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":[0.00003280906,0.0000181273,0.00009216406,0.00001774532,0.000006042379,0.00003592099,0.00001307435,0.000294402,0.9917426,0.0006931128,0.0001720719,0.006881904],"study_design_scores_gemma":[0.00001039901,0.0001075999,0.000331345,0.000003029421,0.00001113219,0.0001797711,0.000008317669,0.002769058,0.9893992,0.0002156319,0.006958583,0.000005990964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.897584,0.002400043,0.08971692,0.0002418568,0.0001322773,0.00005462729,0.000248091,0.0005025095,0.009119701],"genre_scores_gemma":[0.9614179,0.0008886222,0.02876389,0.0001857654,0.00002425866,0.00004744896,0.0003208117,0.00005264026,0.008298608],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001214353,"threshold_uncertainty_score":0.004062414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06183155900639273,"score_gpt":0.4619030905789481,"score_spread":0.4000715315725553,"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."}}