{"id":"W1996499130","doi":"10.1176/appi.ap.27.1.19","title":"On the Importance of Anonymity in Surveying Medical Student Depression","year":2003,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Anonymity; Depression (economics); Psychology; Medical education; Medicine; Applied psychology; Computer science; Computer security","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006724261,0.0005147103,0.0009920835,0.0002573116,0.0005762374,0.000003808871,0.001457465,0.005747724,0.002329132],"category_scores_gemma":[0.001898029,0.0003179263,0.0001976008,0.0004520864,0.0001561266,0.00007115478,0.0003680789,0.02882088,0.000122814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604864,"about_ca_system_score_gemma":0.003185578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003722161,"about_ca_topic_score_gemma":0.0005153563,"domain_scores_codex":[0.9878881,0.005445413,0.002408661,0.0008488214,0.00216224,0.001246782],"domain_scores_gemma":[0.9918312,0.005293747,0.001486452,0.001024066,0.0001420046,0.0002225492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002448211,0.00003896739,0.4927966,0.0005179416,0.00001804416,0.00001983407,0.0001771235,2.20269e-7,0.000001043632,0.0004292387,0.5053958,0.0005807049],"study_design_scores_gemma":[0.003789967,0.0001660209,0.5220601,0.09857026,0.00008902408,0.00001844604,0.003597087,0.00004989911,0.000009370166,0.03038843,0.3397325,0.001528853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2034253,0.01123332,0.00001701673,0.7719881,0.00849353,0.001581764,0.00009691883,0.00005113559,0.003112876],"genre_scores_gemma":[0.04428845,0.00356013,0.00006982258,0.9465874,0.00370961,0.0004439215,0.0001176023,0.00009996191,0.001123077],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1745993,"threshold_uncertainty_score":0.9999273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06922975088748348,"score_gpt":0.465281570585578,"score_spread":0.3960518196980944,"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."}}