{"id":"W4402564515","doi":"10.1016/j.crfs.2024.100842","title":"Machine learning tools for peptide bioactivity evaluation – Implications for cell culture media optimization and the broader cultivated meat industry","year":2024,"lang":"en","type":"article","venue":"Current Research in Food Science","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Natural Sciences and Engineering Research Council of Canada; Good Food Institute; Gourmet Foods International","keywords":"Peptide; Biotechnology; Biochemical engineering; Business; Computer science; Chemistry; Engineering; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01135949,0.00268337,0.003054228,0.003371525,0.0004178715,0.004570958,0.002216585,0.001693325,0.002622217],"category_scores_gemma":[0.0238322,0.0006936762,0.002730895,0.002814985,0.000643827,0.002509343,0.00161051,0.002945195,0.00242755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203503,"about_ca_system_score_gemma":0.001580024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002078581,"about_ca_topic_score_gemma":0.001839794,"domain_scores_codex":[0.9966942,0.001088565,0.0004641832,0.0004518997,0.001162283,0.000138904],"domain_scores_gemma":[0.9855196,0.01020821,0.001114849,0.0008334482,0.002081776,0.0002421421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008863361,0.0006035704,0.01773722,0.005421729,0.001227673,0.0004504196,0.0003516681,0.180456,0.03519942,0.01000929,0.02305515,0.7246014],"study_design_scores_gemma":[0.0001304936,0.0005317669,0.006386895,0.001555155,0.0004708231,0.0003991208,0.0002323628,0.8690387,0.04674364,0.02458176,0.04967001,0.0002592659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0488297,0.03990365,0.8651389,0.00310673,0.0005885499,0.0004648621,0.005381645,0.03024326,0.006342673],"genre_scores_gemma":[0.1737187,0.03230906,0.775243,0.001445335,0.0002824581,0.001651971,0.01036855,0.002226787,0.002754204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01135949,"threshold_uncertainty_score":0.0600754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475448270626872,"score_gpt":0.4398240998154765,"score_spread":0.2922792727527893,"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."}}