{"id":"W4225304314","doi":"10.1177/19714009221096828","title":"The impact of the COVID-19 pandemic on neuroimaging volume in New York City","year":2022,"lang":"en","type":"article","venue":"The Neuroradiology Journal","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institutes of Health","keywords":"Medicine; Pandemic; Quarter (Canadian coin); Neuroimaging; Coronavirus disease 2019 (COVID-19); Radiology; Nuclear medicine; Emergency medicine; Internal medicine; Psychiatry; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001377878,0.0002143158,0.000175275,0.001959816,0.0005285388,0.001273991,0.0006173278,0.0004434625,0.00176992],"category_scores_gemma":[0.008277714,0.0002136509,0.0002679231,0.00193335,0.000656517,0.001381102,0.001447896,0.0005356294,0.0001109675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002766226,"about_ca_system_score_gemma":0.002715441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1452726,"about_ca_topic_score_gemma":0.2315561,"domain_scores_codex":[0.9991252,0.0001964241,0.0001299679,0.0001426413,0.0002366699,0.0001691736],"domain_scores_gemma":[0.9929852,0.00145943,0.003378068,0.0002582415,0.001351857,0.0005673378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000769414,0.00002321833,0.9939181,0.00004016906,0.00004223325,0.0001373375,0.000333243,0.00027798,0.0003062475,0.0001108974,0.000991506,0.003742012],"study_design_scores_gemma":[0.000001889899,0.0000259026,0.9980093,0.00002991832,0.000007923213,0.0001229299,0.0007629863,0.0003228373,0.0001097379,0.00002908962,0.0005715452,0.000005993019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942589,0.0005648004,0.0001839633,0.000838695,0.00002871392,0.00002238912,0.002617246,0.0000141517,0.001471187],"genre_scores_gemma":[0.997763,0.0002698678,0.0002199568,0.00009230033,0.00004434501,0.0000328592,0.001375456,0.000006367751,0.0001957497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1452726,"threshold_uncertainty_score":0.288854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1701307821358148,"score_gpt":0.4190707074479625,"score_spread":0.2489399253121478,"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."}}