{"id":"W3200335824","doi":"10.3389/fbioe.2021.756058","title":"Editorial: Biotechnology and Bioengineering Applications for Egg-Derived Biomaterials","year":2021,"lang":"en","type":"editorial","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biotechnology; Biochemical engineering; Engineering; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002697822,0.0004718588,0.0006292877,0.000500606,0.00009940192,0.00006037404,0.0002847114,0.004073072,6.885311e-7],"category_scores_gemma":[0.0003393744,0.0005001405,0.000085825,0.0002755237,0.0003287605,0.000005139852,0.0003398363,0.0003466588,4.655136e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004405206,"about_ca_system_score_gemma":0.00008992197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001694356,"about_ca_topic_score_gemma":0.000007765603,"domain_scores_codex":[0.9977181,0.00002086396,0.0004386921,0.001184758,0.0001340444,0.0005035705],"domain_scores_gemma":[0.9990642,0.00002549909,0.0001448535,0.000569654,0.000118622,0.0000771448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004120023,0.00002458622,0.00001177942,0.0002712772,0.0001065011,0.000001433271,0.000007365301,0.00003129578,0.6374258,0.00005593311,0.3582791,0.003743785],"study_design_scores_gemma":[0.0004639601,0.0002756721,0.000005350038,0.00005230566,0.00004493199,0.00001015463,0.00007246979,0.0001536318,0.214018,0.00006225635,0.7844097,0.0004315319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00716369,0.02185711,0.09080044,0.0005492768,0.878289,0.000845451,0.0003051555,0.0001857399,0.000004100143],"genre_scores_gemma":[0.005638671,0.04450518,0.03917703,0.00001282704,0.9085028,0.000603705,0.001270529,0.0001440902,0.0001452194],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4261306,"threshold_uncertainty_score":0.999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00377586934303588,"score_gpt":0.2164909885520193,"score_spread":0.2127151192089834,"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."}}