{"id":"W2055438252","doi":"10.1080/03069880600942624","title":"Measuring, monitoring and managing the psychological well-being of first year university students","year":2006,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":312,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Petroleum Technology Research Centre","keywords":"Anxiety; Psychology; Population; Higher education; Psychological well-being; Clinical psychology; Medical education; Applied psychology; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001405252,0.00008297124,0.0002355032,0.00005283808,0.0009535123,0.00002709862,0.0002038096,0.00009373316,0.00002041919],"category_scores_gemma":[0.00002624504,0.00007077896,0.0000474874,0.00009787129,0.0000782863,0.0001357146,0.00004126944,0.0005820232,0.000001452746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000315385,"about_ca_system_score_gemma":0.00002981998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004114713,"about_ca_topic_score_gemma":0.0001195058,"domain_scores_codex":[0.9985086,0.0002321929,0.0004975133,0.0001351043,0.0003777354,0.0002488107],"domain_scores_gemma":[0.998877,0.0002749971,0.0004166175,0.00007851877,0.0002772454,0.00007560587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008227617,0.00005535015,0.9849005,0.0002383076,0.00002300281,0.0001502506,0.001020388,0.00002298353,0.0000572285,0.0002798896,0.0003763143,0.01279349],"study_design_scores_gemma":[0.002340123,0.0001452606,0.9365037,0.02620544,0.00007377364,0.0002600855,0.01520229,0.0001073085,0.00007417012,0.006092084,0.01274511,0.000250668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804201,0.01736061,0.0005904831,0.0004025692,0.000379018,0.0001184805,0.000002239706,0.000008088267,0.0007184309],"genre_scores_gemma":[0.9535998,0.04518061,0.0004434407,0.00003486113,0.0004484099,7.951676e-7,2.90367e-7,0.000008509081,0.0002832918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04839683,"threshold_uncertainty_score":0.7333742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906169153969492,"score_gpt":0.3529343715178158,"score_spread":0.3138726799781208,"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."}}