{"id":"W4392346052","doi":"10.1080/07294360.2024.2317276","title":"Perceived stress and well-being in doctoral students: effects on program satisfaction and intention to quit","year":2024,"lang":"en","type":"article","venue":"Higher Education Research & Development","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Stress (linguistics); Social psychology; Applied psychology; Clinical psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054049,0.0001503767,0.0001505176,0.0007220749,0.0006268947,0.0001806399,0.00009952956,0.0001222668,0.0004483396],"category_scores_gemma":[0.00009953744,0.000136237,0.00001642334,0.0005712981,0.00004666161,0.0001957433,0.0001568388,0.0006946089,0.0003890397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009955182,"about_ca_system_score_gemma":0.0008789707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009268179,"about_ca_topic_score_gemma":0.0011833,"domain_scores_codex":[0.9975106,0.0005521323,0.0003694194,0.0004870491,0.0005788739,0.0005019301],"domain_scores_gemma":[0.9988114,0.0004246343,0.0000323187,0.0001626723,0.000266073,0.0003028916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006206366,0.0007476486,0.6504095,0.001865137,0.00005407713,0.000004530841,0.0513587,0.00000183837,0.0001879194,0.02571784,0.01392812,0.2556627],"study_design_scores_gemma":[0.0002023232,0.0001166749,0.8715672,0.001946226,0.000004246386,3.980293e-7,0.005180711,0.000006781244,0.00001659507,0.0006607551,0.1201755,0.0001225672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818893,0.0004938109,0.000005419833,0.0103975,0.002230456,0.002141183,0.000001270911,0.0001038519,0.002737171],"genre_scores_gemma":[0.9829573,0.0003987383,0.0008718524,0.0003567492,0.000255023,0.003167759,0.00003504512,0.00002405425,0.01193348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2555401,"threshold_uncertainty_score":0.5555581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1347996237497503,"score_gpt":0.572158852063157,"score_spread":0.4373592283134067,"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."}}