{"id":"W3048584004","doi":"10.1016/j.jmir.2020.08.005","title":"Investigating the initial effect of COVID-19 on the functioning of outpatient diagnostic imaging facilities","year":2020,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Pandemic; Radiological weapon; Coronavirus disease 2019 (COVID-19); Economic shortage; Outpatient clinic; Medical emergency; Teleradiology; Family medicine; Emergency medicine; Telemedicine; Radiology; Health care; Internal 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":[0.003266509,0.00005849299,0.0001740422,0.00008716462,0.0002441151,0.00003363875,0.00008683435,0.00001895357,0.00006110047],"category_scores_gemma":[0.02863322,0.00002645038,0.00006907793,0.0002197461,0.0005938951,0.0001301952,0.00001777594,0.0002322655,5.497935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001888644,"about_ca_system_score_gemma":0.0002685492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000401157,"about_ca_topic_score_gemma":6.037365e-7,"domain_scores_codex":[0.9982734,0.0002581103,0.0004078018,0.0000750099,0.0009065059,0.00007915882],"domain_scores_gemma":[0.9951729,0.004071794,0.0004491615,0.00003890113,0.0001084277,0.0001588308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001763688,0.00006088682,0.819793,0.0003458521,0.00007130654,0.00001363717,0.01548908,0.003216652,0.0008044228,0.001241922,0.004641818,0.154145],"study_design_scores_gemma":[0.007642234,0.004164162,0.1796782,0.001672128,0.0004938722,0.0005832627,0.03743423,0.7488915,0.006135155,0.0009593033,0.01209625,0.0002496428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8637305,0.001298098,0.01068986,0.1234168,0.0005055298,0.0001372086,0.00000200964,0.000007449847,0.0002125892],"genre_scores_gemma":[0.9966,0.00008628114,0.00001995557,0.002936153,0.0003504833,0.000001744613,5.172594e-7,0.000001879776,0.000002943717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7456749,"threshold_uncertainty_score":0.979549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375324827397581,"score_gpt":0.3403709546177846,"score_spread":0.3028384718780265,"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."}}