{"id":"W3128214327","doi":"10.1177/0194599820983732","title":"The Impact of COVID‐19 on Otolaryngology Community Practice in Massachusetts","year":2021,"lang":"en","type":"article","venue":"Otolaryngology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Otorhinolaryngology; Staffing; Medicine; Private practice; Coronavirus disease 2019 (COVID-19); Family medicine; Public health; Health care; Government (linguistics); Pandemic; Medical emergency; Nursing; Disease; Surgery; Infectious disease (medical specialty); Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046773,0.0001383212,0.0001305681,0.001364859,0.0006912081,0.0008362549,0.000705581,0.0004005229,0.002069125],"category_scores_gemma":[0.007173665,0.0002023147,0.0003098371,0.001545405,0.0005134402,0.0006878544,0.001391628,0.0004473914,0.0001970258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004135582,"about_ca_system_score_gemma":0.003065713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1340678,"about_ca_topic_score_gemma":0.2442709,"domain_scores_codex":[0.9979802,0.0004434576,0.0002521601,0.0002752806,0.0006568866,0.0003919375],"domain_scores_gemma":[0.987901,0.001255739,0.007309759,0.0002945998,0.001632526,0.001606459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002466587,0.00003888978,0.9907867,0.00006016856,0.00003497025,0.0002401078,0.0009006888,0.00005199925,0.0003079336,0.00003991478,0.0005713386,0.006942595],"study_design_scores_gemma":[0.000001898136,0.00004892706,0.9987378,0.00002859892,0.000005898481,0.00008284399,0.0006168181,0.00004235015,0.00002616792,0.000004958981,0.0004020667,0.00000174868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964069,0.001197857,0.00007736613,0.0008908869,0.00001142322,0.00002498194,0.0005779836,0.000008984832,0.0008037037],"genre_scores_gemma":[0.9986138,0.0005907419,0.00008177541,0.0001177612,0.00002279948,0.0000251878,0.0003289323,0.00000174924,0.0002171617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1340678,"threshold_uncertainty_score":0.2665749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05969343915291241,"score_gpt":0.4233919189450006,"score_spread":0.3636984797920882,"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."}}