{"id":"W2557427659","doi":"10.1093/protein/gzw060","title":"OUP accepted manuscript","year":2016,"lang":"en","type":"article","venue":"Protein Engineering Design and Selection","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Interface Biologics (Canada)","funders":"Iran National Science Foundation","keywords":"Clostridium perfringens; Immunogenicity; Toxin; Escherichia coli; Biology; Fusion protein; Protein subunit; Microbiology; Recombinant DNA; In vitro; Virology; Bacteria; Gene; Biochemistry; Genetics; Antigen","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002046576,0.00007852041,0.0001284798,0.00009389935,0.00002849103,0.000008553766,0.00002229047,0.00005326957,0.00008665589],"category_scores_gemma":[0.0002607646,0.00005311759,0.00002361119,0.00007772752,0.00001718902,0.00006929985,0.00001091546,0.00008970349,0.00001798852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000433856,"about_ca_system_score_gemma":0.00001178039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007834218,"about_ca_topic_score_gemma":3.441519e-7,"domain_scores_codex":[0.9993941,0.00003900229,0.0001053646,0.0001468202,0.00007097854,0.0002437499],"domain_scores_gemma":[0.9997776,0.00001184018,0.00001363396,0.00004598185,0.00003321484,0.0001177249],"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":[0.0001825835,0.0000153357,0.000745932,0.0000360522,0.00002033348,0.00000703965,0.000005656792,0.00003046507,0.9667381,0.00008256395,0.0006176595,0.03151826],"study_design_scores_gemma":[0.0110439,0.01045283,0.1603941,0.001512487,0.00008946344,0.001794657,0.00001772255,0.1460685,0.6206378,0.0008918276,0.04621293,0.0008837849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1943476,0.0001276553,0.8036928,0.001189453,0.00003473676,0.0004202659,5.080663e-7,0.0001396404,0.00004732323],"genre_scores_gemma":[0.9785085,0.00007925083,0.02019528,0.00005192781,0.0001006687,0.00009271134,0.000001069814,0.00001344585,0.0009571628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7841609,"threshold_uncertainty_score":0.2166072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549404588315969,"score_gpt":0.252551548040074,"score_spread":0.2270575021569143,"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."}}