{"id":"W4381234500","doi":"10.23880/aii-16000136","title":"Are Peptides Truly Less Important than Proteins, or are Peptides and Proteins Mutually Inclusive of Each other?","year":2021,"lang":"en","type":"article","venue":"Annals of Immunology & Immunotherapy","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Computational biology; Biochemistry; Biology","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":[0.004545564,0.0006890626,0.001641006,0.001191801,0.001253853,0.007930641,0.001270298,0.001887084,0.00419643],"category_scores_gemma":[0.01076129,0.000389357,0.0003232719,0.001546855,0.008038543,0.01320516,0.002482665,0.002713319,0.001587366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260114,"about_ca_system_score_gemma":0.001211484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005605296,"about_ca_topic_score_gemma":0.0005095493,"domain_scores_codex":[0.9969343,0.000932907,0.0001545461,0.0007838772,0.000902281,0.0002922021],"domain_scores_gemma":[0.9937015,0.003308688,0.001149002,0.000412994,0.0007585256,0.000669332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001592121,0.000274581,0.03818801,0.007116537,0.0005860584,0.00144203,0.00404568,0.001377748,0.03526159,0.3795424,0.02463387,0.5059394],"study_design_scores_gemma":[0.00006037085,0.0006074929,0.02500527,0.001272873,0.0002686849,0.002483129,0.006283326,0.001598207,0.01017393,0.6871096,0.2649914,0.0001456937],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.2705072,0.4524367,0.07717541,0.1126323,0.007933748,0.00009596535,0.001076352,0.000376477,0.07776593],"genre_scores_gemma":[0.8068895,0.1215544,0.02702848,0.02639095,0.005865818,0.0001362879,0.0008010106,0.0002018419,0.01113171],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007930641,"threshold_uncertainty_score":0.02403957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503583299170172,"score_gpt":0.3034184239996953,"score_spread":0.2783825910079936,"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."}}