{"id":"W4387806922","doi":"10.3390/ijerph20206953","title":"Effects of a Participation in a Structured Writing Retreat on Doctoral Mental Health: An Experimental and Comprehensive Study","year":2023,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mental health; Socialization; Psychology; Medical education; Christian ministry; Applied psychology; Social psychology; Medicine; Political science; Psychiatry","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":[0.007168848,0.0007311727,0.001250542,0.0006765414,0.001607407,0.0009365951,0.00104882,0.001687879,0.004873338],"category_scores_gemma":[0.0107612,0.0006259525,0.001105104,0.0004331236,0.001231478,0.0008214876,0.001147705,0.001560726,0.0004887359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094716,"about_ca_system_score_gemma":0.002575417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783199,"about_ca_topic_score_gemma":0.002298987,"domain_scores_codex":[0.9952403,0.002509577,0.0003513351,0.0006428438,0.0005801031,0.0006758103],"domain_scores_gemma":[0.9910584,0.005127376,0.001082247,0.0008080709,0.000422771,0.001501151],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.08809999,0.8334831,0.007335675,0.0007162758,0.0002062442,0.0001598916,0.006614626,0.0004292209,0.006544201,0.0003193921,0.0005003634,0.05559102],"study_design_scores_gemma":[0.02567184,0.9291732,0.03901014,0.000111173,0.0002276108,0.0000359988,0.001878527,0.000606368,0.001899954,0.0003129655,0.001021476,0.00005085207],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979019,0.00003990265,0.0001074243,0.00003101892,0.00001971085,0.001505821,0.00003917276,0.000005661462,0.000349376],"genre_scores_gemma":[0.982621,0.0002461203,0.002324371,0.0001803656,0.00009635738,0.01209799,0.0001653036,0.00000502287,0.002263476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9928312,"threshold_uncertainty_score":0.03791291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841114776782626,"score_gpt":0.6157459417391925,"score_spread":0.2316344640609299,"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."}}