{"id":"W4251256492","doi":"10.21203/rs.3.rs-118352/v1","title":"National Survey Regarding the Timing of Endoscopic Procedures during the Covid-19 Pandemic","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Dysphagia; Malignancy; Pediatrics; Internal medicine; Surgery; Disease; Pathology","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":[0.003312207,0.000112799,0.0001590383,0.0009147453,0.0002043716,0.0003563476,0.000266421,0.0004367528,0.001728014],"category_scores_gemma":[0.009783764,0.0001404725,0.0002224736,0.001168192,0.000191681,0.000579176,0.000451181,0.0004481983,0.0003683149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768007,"about_ca_system_score_gemma":0.000592418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006500662,"about_ca_topic_score_gemma":0.004653124,"domain_scores_codex":[0.9972776,0.001205077,0.0004948229,0.0002620869,0.0004644088,0.000296123],"domain_scores_gemma":[0.9871348,0.003335221,0.006468473,0.0003599384,0.001870376,0.0008311964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003768137,0.00004290615,0.9965161,0.00004075458,0.00001292402,0.00003145108,0.0002353543,0.00006495395,0.0001233878,0.00002353984,0.0005872201,0.002283742],"study_design_scores_gemma":[0.000002131481,0.00006922316,0.9979893,0.00002819934,0.000003960361,0.00006734134,0.0009744887,0.0002231012,0.00006326536,0.000008448885,0.0005670033,0.000003544605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939572,0.0001083675,0.0003127835,0.0003602214,0.00001546089,0.00005403519,0.003033014,0.00001018074,0.002148823],"genre_scores_gemma":[0.9974164,0.000164778,0.0003516082,0.0001899697,0.00001146921,0.00006637143,0.001594001,0.000002207294,0.0002032902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006500662,"threshold_uncertainty_score":0.01751679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4745629675332327,"score_gpt":0.5529316862968082,"score_spread":0.07836871876357554,"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."}}