{"id":"W3090736001","doi":"10.26443/mjm.v18i1.318","title":"Role of Medical Students in Responding To COVID-19: Identifying and Addressing Vital Deficiencies","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pandemic; Economic shortage; Medicine; Pharmacy; Coronavirus disease 2019 (COVID-19); Medical education; Personal protective equipment; Nursing; Medical emergency; Family medicine; Disease; Infectious disease (medical specialty)","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":[0.01762666,0.0005551899,0.0007188853,0.002249357,0.007361538,0.007233013,0.002138185,0.00474275,0.0104761],"category_scores_gemma":[0.05476509,0.0009035815,0.0005831854,0.001034851,0.003290445,0.004534971,0.01694036,0.007959148,0.002726224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00353791,"about_ca_system_score_gemma":0.02771279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004409703,"about_ca_topic_score_gemma":0.01041173,"domain_scores_codex":[0.9889976,0.004850725,0.0006449365,0.0005466095,0.001794145,0.003166043],"domain_scores_gemma":[0.9282913,0.005127608,0.005541314,0.0009589944,0.01024771,0.04983302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003771696,0.003231915,0.2821189,0.001717227,0.000116331,0.003100045,0.0756055,0.0004225441,0.003326399,0.002550518,0.1996776,0.427756],"study_design_scores_gemma":[0.0003251942,0.004765705,0.2102244,0.004982437,0.0001773608,0.005263094,0.3236111,0.001652553,0.002517249,0.008420421,0.4376286,0.0004319062],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4355042,0.009433598,0.003512916,0.5083913,0.007703187,0.001426654,0.0003371163,0.0006141206,0.03307695],"genre_scores_gemma":[0.8643159,0.009547603,0.01565278,0.09489185,0.00313986,0.0008870734,0.0002852817,0.0001234532,0.01115601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01762666,"threshold_uncertainty_score":0.09321982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08798373280467198,"score_gpt":0.4073515307128906,"score_spread":0.3193677979082186,"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."}}