{"id":"W4413552036","doi":"10.64628/aam.cdavfd34d","title":"Funding basic science research is crucial to our coronavirus pandemic responses","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Coronavirus; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Political science; Medicine; Infectious disease (medical specialty); Outbreak; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001239439,0.0002200721,0.0002358575,0.000604713,0.0001447562,0.0001958948,0.0008003542,0.0002474945,0.0001758503],"category_scores_gemma":[0.0004937018,0.0002146713,0.0000571424,0.001090085,0.00008965932,0.0000824567,0.0007535531,0.001232222,0.0009578553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000553237,"about_ca_system_score_gemma":0.0004571421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001218026,"about_ca_topic_score_gemma":0.000005833089,"domain_scores_codex":[0.9976732,0.00003288848,0.000265555,0.0005590845,0.0008265799,0.0006426968],"domain_scores_gemma":[0.9987897,0.00009152094,0.00001427034,0.0004266906,0.0001271583,0.0005506605],"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":[0.0002187017,0.0001275527,0.002124828,0.0045166,0.0001833922,0.00004947123,0.01308368,0.02211369,0.4061904,0.001561938,0.3641677,0.185662],"study_design_scores_gemma":[0.001112012,0.0005565111,0.1112301,0.003540214,0.0001075164,0.00006493484,0.003797432,0.2255041,0.09886059,0.0112189,0.5389042,0.005103519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142098,0.001099485,0.03737587,0.01430166,0.01427816,0.001126031,0.0001266899,0.003027215,0.01445508],"genre_scores_gemma":[0.99339,0.0001402303,0.003605474,0.0002424826,0.001052562,0.00008536776,0.000009125886,0.00004819411,0.001426606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3073298,"threshold_uncertainty_score":0.99982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3048502735580595,"score_gpt":0.4448138592093342,"score_spread":0.1399635856512746,"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."}}