{"id":"W4280514134","doi":"10.1063/5.0094771","title":"Coronavirus pleomorphism","year":2022,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs; Government of Canada","keywords":"Prolate spheroid; Oblate spheroid; Physics; Capsid; Thermal diffusivity; Classical mechanics; Virology; Virus; Quantum mechanics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576789,0.00008428311,0.0002079424,0.00004762858,0.0000879485,0.000004829541,0.0001668887,0.00001958065,0.00009744825],"category_scores_gemma":[0.00002547775,0.00008437446,0.0001080276,0.0002743511,0.00008500903,0.00004128319,0.0001850939,0.0002376048,0.00006229887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008221535,"about_ca_system_score_gemma":0.000204136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704186,"about_ca_topic_score_gemma":9.682519e-7,"domain_scores_codex":[0.9988828,0.00003222975,0.0001471791,0.0001671452,0.0005719905,0.000198616],"domain_scores_gemma":[0.9994761,0.00005888621,0.00003164246,0.000329854,0.00007965518,0.00002389076],"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":[0.0003045878,0.0005257885,0.0192136,0.00007673822,0.00008296742,0.00006165243,0.0004944105,0.000002994467,0.9474428,0.008703171,0.003173904,0.01991737],"study_design_scores_gemma":[0.002286769,0.0009603979,0.004450155,0.00001886057,0.00006705596,0.00003235254,0.0002027275,0.001044043,0.5609319,0.006594218,0.4232222,0.00018943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874631,0.0005038715,0.0003266901,0.0002825492,0.000139235,0.0002125671,0.00003582167,0.00004447205,0.01099172],"genre_scores_gemma":[0.9871011,0.000002241849,0.000119632,0.01241838,0.0001843892,0.00004944008,0.000008841757,0.00002108254,0.00009493053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4200482,"threshold_uncertainty_score":0.3440691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09140473272724212,"score_gpt":0.3728980053366992,"score_spread":0.2814932726094571,"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."}}