{"id":"W3118923548","doi":"10.26416/med.137.5.2020.3866","title":"Digestive tumors screening during the COVID-19 pandemic period","year":2020,"lang":"en","type":"article","venue":"Medic ro","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Pace; Medicine; Period (music); Incidence (geometry); Quarter (Canadian coin); Cancer; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Internal medicine; Disease; Outbreak; History; Infectious disease (medical specialty); Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004230734,0.0001681651,0.0003296781,0.00005969003,0.0003181862,0.000020295,0.0001618565,0.00008676916,0.0004714239],"category_scores_gemma":[0.004923129,0.000108893,0.00009255754,0.000306654,0.0001585639,0.00005650863,0.00008724607,0.0005786347,0.00006707499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002643273,"about_ca_system_score_gemma":0.00103738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005590454,"about_ca_topic_score_gemma":0.0000513867,"domain_scores_codex":[0.9983775,0.00008786657,0.0002895213,0.000309725,0.0005121405,0.0004232222],"domain_scores_gemma":[0.998048,0.0003317755,0.00009109855,0.000265318,0.00004846365,0.001215364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006621829,0.00003237798,0.9430565,0.0009324567,0.00008210172,0.001166381,0.03026286,0.0000684062,0.001358301,0.00003973329,0.007048176,0.01529053],"study_design_scores_gemma":[0.004294714,0.0005669823,0.7924277,0.0003111997,0.0001263618,0.001044979,0.005721896,0.001079068,0.0001420199,0.00004485234,0.1939525,0.0002877785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7266224,0.00115673,0.002055688,0.2685193,0.0001483139,0.0005647933,0.00001178589,0.0002920868,0.000628899],"genre_scores_gemma":[0.9280397,0.00009329624,0.00008794921,0.0704473,0.0008963073,0.00002163866,0.00001164574,0.00002458492,0.0003775869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2014173,"threshold_uncertainty_score":0.58938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342501222475659,"score_gpt":0.3911339241880893,"score_spread":0.2568838019405234,"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."}}