{"id":"W3036385186","doi":"10.1016/j.stemcr.2020.06.010","title":"Survey Says: “COVID-19 Lockdown Hits Young Faculty and Clinical Trials”","year":2020,"lang":"en","type":"article","venue":"Stem Cell Reports","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institute for Research in Immunology and Cancer","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Biology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Betacoronavirus; Coronavirus Infections; Pandemic; MEDLINE; Clinical trial; Bioinformatics; Outbreak; Internal medicine; Infectious disease (medical specialty); Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009345687,0.0002817348,0.001307402,0.00007861289,0.000140273,0.00005419198,0.00007156183,0.0003270962,0.0001926306],"category_scores_gemma":[0.0143564,0.0002217305,0.0002805481,0.0003040177,0.00009483606,0.00007979296,0.0001139826,0.0005093302,0.00004077159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846817,"about_ca_system_score_gemma":0.002528702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002521758,"about_ca_topic_score_gemma":0.0006869656,"domain_scores_codex":[0.9949936,0.001005056,0.002104125,0.0008496813,0.0005892191,0.0004583182],"domain_scores_gemma":[0.993861,0.001817934,0.0008596424,0.0005582687,0.0002130901,0.002690101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005914204,0.0001165228,0.9293922,0.0008910774,0.00008212304,0.004326497,0.0009966358,0.000002971878,0.0002048635,0.000002948321,0.04874653,0.01464622],"study_design_scores_gemma":[0.002955771,0.00103909,0.7698371,0.00009618235,0.0002849014,0.000730947,0.0003645789,0.0001441103,0.0003507549,0.00003300854,0.2237973,0.0003662636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659898,0.002170822,0.0006579566,0.02371898,0.001307027,0.001957273,0.0001255207,0.0003291655,0.003743486],"genre_scores_gemma":[0.9847872,0.0003185191,0.00007716541,0.0120129,0.0006676316,0.0000102816,0.0001751798,0.00003964219,0.001911521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750508,"threshold_uncertainty_score":0.9939461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4401780872545758,"score_gpt":0.5107331371533723,"score_spread":0.07055504989879652,"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."}}