{"id":"W2076969126","doi":"10.1007/s00253-014-5521-1","title":"Bacteriophage lambda display systems: developments and applications","year":2014,"lang":"en","type":"review","venue":"Applied Microbiology and Biotechnology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Human Resources and Skills Development Canada; Canadian Institutes of Health Research","keywords":"Capsid; Bacteriophage; Lytic cycle; Phage display; Computational biology; Biology; Lambda phage; Genetics; Virus; Gene; Escherichia coli","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001991764,0.0004335809,0.001783857,0.0003282027,0.0001863178,0.00001870352,0.0001998807,0.001749397,0.00001875805],"category_scores_gemma":[0.00001061869,0.000297014,0.00009354006,0.0001882071,0.0008755688,0.0000100379,0.0004103424,0.0008128458,0.0002041103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000382526,"about_ca_system_score_gemma":0.0001171977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001059075,"about_ca_topic_score_gemma":0.000004409016,"domain_scores_codex":[0.9982257,0.00005775294,0.0005056235,0.0007152899,0.00004047316,0.000455198],"domain_scores_gemma":[0.9991652,0.000161839,0.0001898906,0.0003389216,0.00002513162,0.0001189876],"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":[0.00003916085,0.00005073791,0.00001877976,0.01544397,0.0004194771,0.00002266961,0.000006899004,3.331682e-9,0.004922132,0.02800607,0.0003640347,0.9507061],"study_design_scores_gemma":[0.000294092,0.00009767505,0.00001463046,0.0009443286,0.000302083,0.002639308,0.00001004781,3.110207e-7,0.0001246223,0.00003365674,0.9952685,0.0002707348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004369163,0.9964935,0.0001293745,0.0001986852,0.00007761602,0.001595806,0.0001443991,0.00009901082,0.0008246534],"genre_scores_gemma":[0.0004560036,0.9960961,0.0004478226,0.0001530301,0.0001350135,0.0005184554,0.000882133,0.000034411,0.001277075],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9949045,"threshold_uncertainty_score":0.9999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927771298997348,"score_gpt":0.3028532044459427,"score_spread":0.2835754914559692,"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."}}