{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000516518,0.0003893529,0.0007141999,0.0001260246,0.0001745402,0.0000306143,0.0004879846,0.0004132244,0.00006989247],"category_scores_gemma":[0.000498897,0.000328154,0.0002309763,0.0002004711,0.0005806553,0.00002268993,0.0003251147,0.0003251517,0.000003282663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001121488,"about_ca_system_score_gemma":0.0002788771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001841503,"about_ca_topic_score_gemma":0.0002738097,"domain_scores_codex":[0.9976836,0.0002847974,0.0009460823,0.0004210283,0.0002251676,0.0004392979],"domain_scores_gemma":[0.9967347,0.00005993974,0.001623863,0.0009089026,0.0006211376,0.00005148935],"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":[0.001483031,0.0003431496,0.04013598,0.0002415143,0.001163335,0.0000252393,0.001223571,0.0000137146,0.9474496,0.0001996111,0.0002700311,0.00745123],"study_design_scores_gemma":[0.001644532,0.001570579,0.07578703,0.0003575542,0.00002445962,0.000139424,0.00342715,0.00001855279,0.9027768,0.0002261712,0.01359162,0.0004360671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783663,0.01904423,0.0002538908,0.001204764,0.00007955355,0.0006022408,0.0001163967,0.00002606089,0.0003065997],"genre_scores_gemma":[0.9866677,0.00726955,0.003650169,0.001105109,0.00007662704,0.00008965991,0.00008964409,0.00007608112,0.0009754446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04467274,"threshold_uncertainty_score":0.999917,"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."}}