{"id":"W6906314938","doi":"10.17605/osf.io/7egpc","title":"Psychological health at work during the doctorate Scale Adaptation and Validation","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Operationalization; Scale (ratio); Psychological distress; Context (archaeology); Mental health; Test (biology); Psychometrics; Construct validity; Construct (python library); Distress","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005002284,0.00006937767,0.0001176617,0.00001665935,0.001234577,0.00005584422,0.0001164958,0.00007143857,0.003869223],"category_scores_gemma":[0.00006306913,0.00004953108,0.00001921283,0.0001938447,0.00003811689,0.0001365963,0.0001975379,0.0002173712,0.000578511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324151,"about_ca_system_score_gemma":0.0001625709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007137497,"about_ca_topic_score_gemma":0.0007977756,"domain_scores_codex":[0.9986584,0.0005024799,0.0002707494,0.0002462106,0.0001006763,0.0002215467],"domain_scores_gemma":[0.9992928,0.0001349255,0.0001392313,0.000226456,0.00009786135,0.0001087075],"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":[0.0006929236,0.001544975,0.1997934,0.0003211343,0.0001447082,0.00002135615,0.2751553,0.0005694508,0.003014466,0.003343854,0.08859722,0.4268012],"study_design_scores_gemma":[0.0009837577,0.00005697589,0.5977284,0.0001858807,0.00001376102,0.000009427289,0.02808265,0.00007609891,0.00009898389,0.0003091987,0.3722742,0.0001806591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615882,0.0004089354,0.00005298322,0.02632708,0.0004970902,0.000480322,0.00001433413,0.000003375783,0.01062769],"genre_scores_gemma":[0.962427,0.0003280998,0.002225643,0.0005491147,0.0001776703,0.00008518064,0.0000656699,0.000007426291,0.03413418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4266205,"threshold_uncertainty_score":0.9970414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4431393026474308,"score_gpt":0.5720254700546518,"score_spread":0.1288861674072209,"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."}}