{"id":"W3157274579","doi":"10.18192/uojm.v11i100.4770","title":"Protecting Our Healthcare Workers: University of Ottawa Medical Students Secure Personal Protective Equipment and Medical Supplies during COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Face shield; Personal protective equipment; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Preference; Order (exchange); Medical education; Health care; Business; Public relations; Internet privacy; Medical emergency; Engineering; Medicine; Political science; Computer science; Virology; Law; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004380833,0.0009018616,0.000336799,0.0005546414,0.01818199,0.008751285,0.002198193,0.007165024,0.033566],"category_scores_gemma":[0.006377138,0.0006628635,0.000501288,0.0003924456,0.003891271,0.003263014,0.01030517,0.008884203,0.006155576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009061471,"about_ca_system_score_gemma":0.06056096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1184872,"about_ca_topic_score_gemma":0.3178604,"domain_scores_codex":[0.9960233,0.0008964849,0.0001374185,0.0002530109,0.0007111688,0.001978635],"domain_scores_gemma":[0.9797074,0.0005665427,0.00051534,0.0002950607,0.002850624,0.01606506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001995944,0.0005756748,0.01148756,0.0005341123,0.00002187437,0.003285354,0.02654502,0.0001558355,0.003194635,0.004200107,0.8844509,0.06534941],"study_design_scores_gemma":[0.00003608746,0.0007406439,0.02111245,0.001013653,0.00003362015,0.002651236,0.1419524,0.0002000105,0.001522314,0.001444241,0.8291617,0.0001317066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07775153,0.005810774,0.0009279712,0.8376207,0.01578774,0.0004272343,0.0003308177,0.0002063741,0.06113689],"genre_scores_gemma":[0.3899433,0.01222843,0.005783624,0.2426443,0.003758239,0.0003083415,0.000389376,0.000178656,0.3447657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8815128,"threshold_uncertainty_score":0.235595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328269731179344,"score_gpt":0.3047009791929451,"score_spread":0.2814182818811516,"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."}}