{"id":"W4410514512","doi":"10.31234/osf.io/9q5tf_v3","title":"Should PhD students drink more?","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Mathematics education; Business; Food science; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002018374,0.0001213159,0.000309952,0.0005253139,0.003149444,0.004313297,0.0004278135,0.002720441,0.0158558],"category_scores_gemma":[0.01542565,0.0001580762,0.0002686529,0.0008175343,0.001513164,0.003778594,0.001962855,0.00366141,0.004060687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550561,"about_ca_system_score_gemma":0.003940051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590085,"about_ca_topic_score_gemma":0.006614588,"domain_scores_codex":[0.9989278,0.0003424466,0.00004323045,0.0001472868,0.0002545854,0.0002846201],"domain_scores_gemma":[0.9892495,0.001165009,0.0009452319,0.0001873777,0.0009618287,0.007491083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002216204,0.0007185276,0.1698367,0.000519682,0.00005953943,0.0007726509,0.0219701,0.00003833077,0.0008892203,0.0128239,0.505298,0.2868518],"study_design_scores_gemma":[0.00008860205,0.0003792156,0.1874026,0.0009364652,0.00006608754,0.001394477,0.09718633,0.00008410053,0.0005597016,0.01881235,0.6930337,0.00005642507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1164545,0.01080422,0.0002108712,0.832852,0.009777581,0.00001965723,0.0002317026,0.00002939184,0.02961999],"genre_scores_gemma":[0.6408482,0.02636908,0.0005371592,0.2591221,0.01754792,0.00008790124,0.0003807141,0.00008102817,0.0550258],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0158558,"threshold_uncertainty_score":0.05304289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.221932106821438,"score_gpt":0.5403805792033106,"score_spread":0.3184484723818726,"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."}}