{"id":"W3124996702","doi":"10.1016/j.cjco.2020.12.027","title":"Cardiovascular Physicians, Scientists, and Trainees Balancing Work and Caregiving Responsibilities in the COVID-19 Era: Sex and Race-Based Inequities","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Hospital for Sick Children; St. Michael's Hospital; Lawson Health Research Institute; Dalhousie University; University of Toronto; University Health Network; University of Ontario Institute of Technology","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Workload; Multidisciplinary approach; Pandemic; Psychology; Public relations; Mentorship; Medical education; Equity (law); Political science; Medicine; Coronavirus disease 2019 (COVID-19); Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004602894,0.00008087393,0.0002703354,0.00005162355,0.000736561,0.0006767004,0.0003169661,0.00004558602,0.00002318687],"category_scores_gemma":[0.001053809,0.00006884933,0.00003435364,0.0003590276,0.0008037552,0.0002569256,0.0002541987,0.0001212358,2.761649e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006284378,"about_ca_system_score_gemma":0.0003939702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002883465,"about_ca_topic_score_gemma":0.00413687,"domain_scores_codex":[0.9983628,0.000599785,0.00009733456,0.0002758213,0.0004553807,0.0002088622],"domain_scores_gemma":[0.9990242,0.0006240738,0.00002622235,0.0001906344,0.00004831572,0.00008661648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009292833,0.0000487823,0.2184405,0.0003072661,0.0001402664,0.0005166137,0.7255684,0.0001128808,0.00006638803,0.01156141,0.01015754,0.03298712],"study_design_scores_gemma":[0.001199269,0.00003221339,0.03313094,0.000190821,0.00007526834,0.000008292585,0.7737041,0.00001506527,0.0000311063,0.00119421,0.1902259,0.0001928039],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730944,0.009142621,0.00007146764,0.01159554,0.0001335685,0.0003253311,0.00001460889,0.00001592286,0.005606512],"genre_scores_gemma":[0.9953803,0.0003064066,0.0001307428,0.003007886,0.00008421083,0.00001045603,0.000005474467,0.000003812972,0.001070712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853095,"threshold_uncertainty_score":0.6525438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817519264445459,"score_gpt":0.3035826245096011,"score_spread":0.2654074318651465,"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."}}