{"id":"W4385995720","doi":"","title":"Being a PhD student in the age of COVID-19","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Outbreak; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00389264,0.0002608046,0.0006354643,0.0006247959,0.02874784,0.00875822,0.001525222,0.002338915,0.01533428],"category_scores_gemma":[0.009254301,0.0003990388,0.0003936873,0.00104228,0.007026376,0.003907736,0.008234638,0.006955503,0.00366942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183017,"about_ca_system_score_gemma":0.05198624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2176695,"about_ca_topic_score_gemma":0.4800475,"domain_scores_codex":[0.996348,0.0005710056,0.00008085887,0.0002517462,0.0008657761,0.001882739],"domain_scores_gemma":[0.9708645,0.0006413079,0.0005944702,0.0001445278,0.002555615,0.02519973],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002729994,0.0002914568,0.07566455,0.0004186949,0.00002557669,0.00575979,0.3339745,0.00007494922,0.002202839,0.01393646,0.4933183,0.07405992],"study_design_scores_gemma":[0.00001209143,0.0002137344,0.02333573,0.0004395535,0.0000156946,0.001778733,0.5244693,0.00003764547,0.0003159216,0.001063419,0.4482632,0.0000551239],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3491332,0.008192229,0.0006310081,0.5319821,0.01092855,0.0001482941,0.0009430834,0.0001603974,0.09788115],"genre_scores_gemma":[0.743589,0.009716832,0.0007636908,0.1250677,0.002249738,0.00009088963,0.0003846303,0.0001298712,0.1180075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9961073,"threshold_uncertainty_score":0.4328049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4962809003829253,"score_gpt":0.6563686610479709,"score_spread":0.1600877606650456,"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."}}