{"id":"W3013013876","doi":"10.34172/ijoem.2020.1977","title":"Preparedness and Lessons Learned from the Novel Coronavirus Disease","year":2020,"lang":"en","type":"article","venue":"The International Journal of Occupational and Environmental Medicine","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Physiotherapy Association; University of Manitoba","funders":"","keywords":"Pandemic; Preparedness; Coronavirus disease 2019 (COVID-19); Outbreak; Middle East respiratory syndrome; Coronavirus; Public health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Global health; 2019-20 coronavirus outbreak; Disease; Middle East respiratory syndrome coronavirus; Medicine; Political science; Medical emergency; Geography; Virology; Infectious disease (medical specialty); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003781558,0.0001036858,0.0001799572,0.00001176226,0.0001123999,0.00001319903,0.000293349,0.00001973596,0.000202743],"category_scores_gemma":[0.001883609,0.00004712718,0.0000437207,0.00002288028,0.0004110931,0.00006940914,0.000224529,0.0001588378,0.000002425468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005909745,"about_ca_system_score_gemma":0.00002114102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006071178,"about_ca_topic_score_gemma":0.000006768746,"domain_scores_codex":[0.9988883,0.00005822218,0.0003361976,0.0001267855,0.0005184072,0.00007206894],"domain_scores_gemma":[0.9968867,0.002639752,0.0002638095,0.00006902577,0.00002403969,0.000116617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01720517,0.001195762,0.6419522,0.00007698233,0.003703161,0.0002440654,0.04287142,0.001015529,0.03108819,0.06995106,0.04564212,0.1450543],"study_design_scores_gemma":[0.001822974,0.0001844703,0.905586,0.0001090779,0.0002034935,0.0000388091,0.002666783,0.001714907,0.00002859845,0.06806578,0.01945768,0.000121415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.821133,0.001158387,0.002127483,0.1751793,0.000145274,0.00007647698,0.0001485925,0.000005104391,0.00002633939],"genre_scores_gemma":[0.9892732,0.001002351,0.0002920686,0.008675047,0.0007083326,0.000003606932,0.00001678893,0.000005645926,0.00002298368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2636338,"threshold_uncertainty_score":0.2254992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5090680113664506,"score_gpt":0.4676378239505425,"score_spread":0.04143018741590815,"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."}}