{"id":"W3211024111","doi":"10.1055/s-0041-1736425","title":"COVID-19 Pandemic and its Impact on the Management of Head and Neck Cancer in the Spanish Healthcare System.","year":2021,"lang":"en","type":"article","venue":"International Archives of Otorhinolaryngology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Otorhinolaryngology; Pandemic; Head and neck cancer; Health care; Epidemiology; General surgery; Cancer; Coronavirus disease 2019 (COVID-19); Family medicine; Surgery; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002554903,0.000115147,0.0002731417,0.000134435,0.00004963667,0.000007894095,0.0001653985,0.00004898594,0.00004852857],"category_scores_gemma":[0.0001673844,0.00006742177,0.00006300258,0.00009373414,0.000109126,0.00002972527,0.0001056715,0.0002377911,8.135726e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370133,"about_ca_system_score_gemma":0.0004162274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003158356,"about_ca_topic_score_gemma":0.001109798,"domain_scores_codex":[0.9988522,0.0002098856,0.000310904,0.0002183905,0.0002315954,0.0001770303],"domain_scores_gemma":[0.9986615,0.0008163109,0.0001349958,0.0001919725,0.00005509822,0.0001401511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001010874,0.0001440503,0.9338878,0.002577264,0.0003395806,0.0002708311,0.004190396,0.00004247045,0.001418164,0.05061176,0.00008391332,0.005422947],"study_design_scores_gemma":[0.001166131,0.0003442559,0.9939557,0.0007108625,0.00002991896,0.0003865878,0.0008037058,0.0005671581,0.0001069824,0.0008440478,0.001031117,0.00005351514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552392,0.002610222,0.00001883419,0.04029823,0.0001155878,0.0004538498,0.0001299406,0.00001010532,0.001124043],"genre_scores_gemma":[0.9919627,0.002305913,0.0000398526,0.005497663,0.00006566915,0.0000360925,0.00001677741,0.00000793124,0.00006742726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06006797,"threshold_uncertainty_score":0.4774511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06601287381657114,"score_gpt":0.4164380370389633,"score_spread":0.3504251632223921,"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."}}