{"id":"W3196904073","doi":"10.1101/2021.09.03.458946","title":"Network analysis outlines strengths and weaknesses of emerging SARS-CoV-2 Spike variants","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Los Alamos National Laboratory","keywords":"Computational biology; Allosteric regulation; Biology; Genetics; Receptor","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":[0.0007399385,0.0003572023,0.0003596596,0.001653689,0.0004236618,0.0008334285,0.0004774828,0.0004420463,0.001831031],"category_scores_gemma":[0.003676452,0.000203206,0.0004800466,0.0009051244,0.0004543519,0.001062878,0.0005038552,0.0003612032,0.0001432688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006368036,"about_ca_system_score_gemma":0.0004526559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006252428,"about_ca_topic_score_gemma":0.007839553,"domain_scores_codex":[0.9997358,0.00007860023,0.00001328725,0.00008190602,0.00004726201,0.00004311582],"domain_scores_gemma":[0.9983551,0.0009254563,0.0002563818,0.0001113451,0.000255075,0.00009671866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000389995,0.00008303306,0.07738758,0.0002519907,0.0003261396,0.0004762423,0.0003296865,0.7941151,0.01117849,0.05136175,0.002810709,0.0612893],"study_design_scores_gemma":[0.000009354917,0.00006033371,0.01502146,0.00002008083,0.00005989171,0.00009816336,0.0001486435,0.9565963,0.000857181,0.02559928,0.001513936,0.00001541392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930308,0.000657871,0.0965543,0.000978994,0.0000474547,0.00005400072,0.001277692,0.0003342862,0.007064663],"genre_scores_gemma":[0.9882171,0.0002594508,0.0100574,0.00004554596,0.00001261284,0.0000218384,0.0005839035,0.0000232649,0.0007789654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006252428,"threshold_uncertainty_score":0.0124321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02642754141245874,"score_gpt":0.3080452689952983,"score_spread":0.2816177275828396,"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."}}