{"id":"W3136673030","doi":"10.3390/challe12010011","title":"Improving Mentorship and Supervision during COVID-19 to Reduce Graduate Student Anxiety and Depression Aided by an Online Commercial Platform Narrative Research Group","year":2021,"lang":"en","type":"article","venue":"Challenges","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Mentorship; Anxiety; Coronavirus disease 2019 (COVID-19); Depression (economics); Narrative; Mental health; Psychology; Graduate students; Medical education; Institution; Medicine; Pedagogy; Psychiatry; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001662632,0.0002367746,0.0003332085,0.0001616791,0.003100528,0.00005933755,0.0002070274,0.0002551323,0.00009755199],"category_scores_gemma":[0.000796329,0.0002156702,0.00003477301,0.0002202056,0.000113559,0.0003920153,0.0006995842,0.0009922831,0.000007592988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003938382,"about_ca_system_score_gemma":0.0003140732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008034919,"about_ca_topic_score_gemma":0.007718561,"domain_scores_codex":[0.9964851,0.001008965,0.0004513897,0.0008075234,0.0005461092,0.0007009588],"domain_scores_gemma":[0.9974248,0.0005484539,0.000101652,0.0004465359,0.00043547,0.001043032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004297856,0.001541103,0.009678894,0.001497036,0.00007439218,0.00002134719,0.9172773,0.00000844805,0.01445206,0.001708508,0.006768194,0.04654296],"study_design_scores_gemma":[0.001743522,0.0002582993,0.1991219,0.000329916,0.00001798668,0.00001006219,0.7897282,0.00009584436,0.000337383,0.0006156489,0.007403402,0.0003378323],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594694,0.01009777,0.00002361687,0.02871895,0.0005284972,0.0007977558,0.0000686544,0.00008871743,0.0002066268],"genre_scores_gemma":[0.9795474,0.01820138,0.0002917194,0.0005913739,0.0005748905,0.0002164893,0.0001548709,0.00003879872,0.0003830777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.189443,"threshold_uncertainty_score":0.9981973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5711884938943783,"score_gpt":0.58267940629029,"score_spread":0.01149091239591171,"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."}}