{"id":"W1487843056","doi":"10.1002/9781118870914.ch6","title":"Protein Subunit Vaccine Purification","year":2014,"lang":"en","type":"other","venue":"","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sanofi (Canada)","funders":"","keywords":"Biopharmaceutical; Protein subunit; Process development; Automation; Process (computing); Product (mathematics); Biotechnology; Engineering; Computer science; Biology; Process engineering; Biochemistry; Gene","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":[0.0009041585,0.0009540434,0.0006365958,0.001161779,0.000618607,0.001499726,0.0008448175,0.0006039355,0.01680232],"category_scores_gemma":[0.0007882993,0.0002497061,0.000556717,0.001383979,0.000334314,0.001124591,0.001116165,0.001181072,0.02139372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008041265,"about_ca_system_score_gemma":0.00119383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166393,"about_ca_topic_score_gemma":0.001661649,"domain_scores_codex":[0.9993706,0.00006371485,0.00003299649,0.0001169319,0.0003585044,0.00005720924],"domain_scores_gemma":[0.9998187,0.00002223819,0.00002312975,0.00002535751,0.00008908247,0.00002151477],"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":[0.0001941193,0.0002300769,0.0009877529,0.001956079,0.0000436351,0.00041316,0.000200884,0.001138556,0.3815491,0.02292689,0.08230522,0.5080545],"study_design_scores_gemma":[0.00001479183,0.00009117413,0.0008482501,0.000129097,0.00002454147,0.0007235819,0.0000485602,0.001639333,0.2019897,0.001639845,0.7928308,0.00002036148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05355818,0.0741535,0.4130856,0.002927079,0.002818899,0.001943678,0.008902967,0.009952202,0.4326579],"genre_scores_gemma":[0.1110612,0.07277817,0.2269446,0.002025576,0.0005122687,0.0009139645,0.01878087,0.002554595,0.5644289],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01680232,"threshold_uncertainty_score":0.05620933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007867023304131752,"score_gpt":0.2360442324560338,"score_spread":0.2281772091519021,"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."}}