{"id":"W6911405735","doi":"10.5281/zenodo.10033198","title":"Protein binder purification in bacteria","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"European Commission","keywords":"Bacteria; Periplasmic space; Diafiltration; Bacterial protein; Escherichia coli; Isolation (microbiology)","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":[0.001883485,0.002813398,0.003694343,0.002303378,0.001829646,0.001903327,0.00301002,0.00139663,0.01270914],"category_scores_gemma":[0.001666355,0.001579487,0.001596131,0.003241454,0.0007457734,0.0007734158,0.002255856,0.004862916,0.03115849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012282,"about_ca_system_score_gemma":0.0008525744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002477148,"about_ca_topic_score_gemma":0.003602444,"domain_scores_codex":[0.9968598,0.0005380575,0.0003949513,0.0006491009,0.001011201,0.0005468394],"domain_scores_gemma":[0.9990724,0.0001828804,0.00006335669,0.0003552797,0.0002076766,0.0001182885],"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":[0.000276095,0.00025421,0.0003937311,0.001082854,0.00007268202,0.0002846794,0.0003280436,0.0003464277,0.9521319,0.002190663,0.02005111,0.02258771],"study_design_scores_gemma":[0.000132279,0.0002491818,0.002687981,0.0002067286,0.0001166816,0.0008293377,0.000090038,0.001930206,0.697462,0.001037807,0.2951565,0.0001013262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1478752,0.01899979,0.6208996,0.003192202,0.002070392,0.01172456,0.1041619,0.04031837,0.050758],"genre_scores_gemma":[0.1343309,0.01318853,0.3968178,0.00140018,0.0003942399,0.008303438,0.3306169,0.006635824,0.1083122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01270914,"threshold_uncertainty_score":0.04251629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05872315684441112,"score_gpt":0.2923677471782105,"score_spread":0.2336445903337993,"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."}}