{"id":"W2046319392","doi":"10.1016/j.biotechadv.2010.07.004","title":"Phage display: Concept, innovations, applications and future","year":2010,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":485,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Heart and Stroke Foundation of Canada","keywords":"Biopanning; Phage display; Peptide library; Phagemid; Computational biology; Directed evolution; Mutagenesis; Peptide; Biology; Epitope mapping; Bacteriophage; Epitope; Biochemistry; Peptide sequence; Escherichia coli; Genetics; Antibody; Gene; Mutation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008814179,0.001237319,0.001691258,0.001858838,0.0002875463,0.001528888,0.001004575,0.001314599,0.001823996],"category_scores_gemma":[0.0006962197,0.0004372043,0.0004259034,0.002227782,0.000730706,0.001584536,0.0006451455,0.002197063,0.001536023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009692149,"about_ca_system_score_gemma":0.001150713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115237,"about_ca_topic_score_gemma":0.002341152,"domain_scores_codex":[0.9997489,0.00003420568,0.0000220126,0.00004482749,0.0001183045,0.00003165277],"domain_scores_gemma":[0.9996953,0.0001489862,0.00003715251,0.000009579228,0.0000763273,0.00003265417],"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":[0.0001411317,0.0001083413,0.00016108,0.008865582,0.00006269882,0.0001755979,0.0000456771,0.0005306046,0.008973722,0.003776695,0.01888107,0.9582777],"study_design_scores_gemma":[0.00003477193,0.0001229099,0.0005469988,0.001258209,0.00008811979,0.00104269,0.00005715415,0.0002447942,0.003134967,0.002109199,0.9913324,0.00002770383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002031633,0.9980647,0.0004626465,0.0002014902,0.000210477,0.000004136294,0.00001192839,0.00001058235,0.000830949],"genre_scores_gemma":[0.00112109,0.996579,0.0005809659,0.0002793679,0.0001975665,0.000008172736,0.00003016396,0.000002513996,0.001201081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001858838,"threshold_uncertainty_score":0.007032216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02308429958997426,"score_gpt":0.3784322699059161,"score_spread":0.3553479703159418,"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."}}