{"id":"W4308372398","doi":"10.1002/acr.25055","title":"Impact of the <scp>COVID</scp>‐19 Pandemic on Early Career Investigators in Rheumatology: Recommendations to Address Challenges to Early Research Careers","year":2022,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; University of British Columbia","funders":"National Center for Advancing Translational Sciences","keywords":"Pandemic; Career development; Medical education; Coronavirus disease 2019 (COVID-19); Psychological intervention; Descriptive statistics; Mentorship; Grant funding; Stressor; Medicine; Psychology; Family medicine; Political science; Public relations; Nursing; Internal medicine; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1158719,0.002186971,0.002121452,0.005582363,0.01108215,0.01786203,0.01157896,0.02359135,0.01250027],"category_scores_gemma":[0.1930936,0.001812238,0.003697721,0.004055723,0.007924161,0.01339981,0.0163636,0.02122691,0.005511686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01653426,"about_ca_system_score_gemma":0.2415444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04888224,"about_ca_topic_score_gemma":0.1198473,"domain_scores_codex":[0.9091607,0.05259452,0.008896304,0.00291539,0.01254241,0.0138906],"domain_scores_gemma":[0.6406648,0.1346815,0.01850933,0.01048294,0.0957778,0.0998836],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001399251,0.001142048,0.01764748,0.005366617,0.0001261687,0.0006310961,0.007938187,0.0008732409,0.0008214919,0.007279257,0.8046895,0.1533449],"study_design_scores_gemma":[0.0004314198,0.0009599577,0.04177459,0.05139276,0.0003449516,0.0005581784,0.1007678,0.001641297,0.001500226,0.01154112,0.7884656,0.0006222703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003815393,0.009721818,0.002555763,0.9649472,0.008231019,0.001946225,0.000416429,0.0003590253,0.008007145],"genre_scores_gemma":[0.1022755,0.08326585,0.1255482,0.6353831,0.007382831,0.01990206,0.002379557,0.0004391055,0.02342383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8841281,"threshold_uncertainty_score":0.6127965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203874704428912,"score_gpt":0.436705030426389,"score_spread":0.2163175599834978,"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."}}