{"id":"W3199159907","doi":"","title":"Improving STEM Graduate Students' Mental Health and Wellbeing","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Medical education; Graduate students; Applied psychology; Gerontology; Medicine; Pedagogy; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004018348,0.0002741372,0.0003065223,0.0009000933,0.003205322,0.004296494,0.0008680525,0.001020748,0.005590111],"category_scores_gemma":[0.005965246,0.0001356783,0.0005679606,0.0008637481,0.001045309,0.001397731,0.006455503,0.002072761,0.0008911183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003441456,"about_ca_system_score_gemma":0.02066608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01216205,"about_ca_topic_score_gemma":0.04479693,"domain_scores_codex":[0.9986647,0.0003936787,0.00003832903,0.00006134097,0.0003488874,0.0004929481],"domain_scores_gemma":[0.9964243,0.0003259511,0.0002754912,0.0001245441,0.000847212,0.002002665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006093733,0.002153341,0.1165087,0.0006300317,0.0000427896,0.0002186464,0.0150655,0.00124502,0.00263164,0.01809666,0.06001016,0.7833365],"study_design_scores_gemma":[0.00009877417,0.003493534,0.4352429,0.002568001,0.0001487752,0.0003474951,0.1360303,0.003045572,0.005260787,0.03909,0.3745315,0.0001423317],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6930478,0.003680818,0.01240475,0.208671,0.0009414357,0.001362801,0.0007547376,0.0004227694,0.07871388],"genre_scores_gemma":[0.9432147,0.006166468,0.02554311,0.01098637,0.0002393408,0.0005035346,0.0004828053,0.00002910251,0.01283459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01216205,"threshold_uncertainty_score":0.02496958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1857490246180849,"score_gpt":0.4408117903299482,"score_spread":0.2550627657118633,"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."}}