{"id":"W4383303122","doi":"10.4212/cjhp.3494","title":"Burnout: A Real Problem in Need of Multifaceted Solutions","year":2023,"lang":"en","type":"editorial","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Canada; University of British Columbia","funders":"","keywords":"Burnout; Computer science; Psychology; Medicine; Data science; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01747698,0.004614771,0.006626693,0.008516383,0.01033388,0.01789166,0.007050647,0.04581564,0.00822614],"category_scores_gemma":[0.0624891,0.002216609,0.003980239,0.004807089,0.007134674,0.006679674,0.003535214,0.03438437,0.005250053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01153677,"about_ca_system_score_gemma":0.02058195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0175003,"about_ca_topic_score_gemma":0.05872052,"domain_scores_codex":[0.9826198,0.002748017,0.002052197,0.001479544,0.009891385,0.001209031],"domain_scores_gemma":[0.8877803,0.04924052,0.004396943,0.002164344,0.04159506,0.0148228],"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":[0.00001554842,0.00001318924,0.00004606382,0.000345747,0.00002900948,0.0001285584,0.00004539666,0.00001154758,0.00001511995,0.0002466299,0.9954514,0.003651748],"study_design_scores_gemma":[0.0001398586,0.00004231141,0.0009652685,0.002875098,0.000242655,0.0006333443,0.0005579062,0.0002127536,0.00007245042,0.002012308,0.9921754,0.00007058567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002952055,0.008657798,0.00004529,0.05590785,0.9347624,0.00001083077,0.00001711454,0.00001682088,0.0005523883],"genre_scores_gemma":[0.0003952863,0.006240387,0.00006867333,0.0204354,0.9707158,0.00001731187,0.00001127646,0.00001509412,0.002100827],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04581564,"threshold_uncertainty_score":0.09242821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05817416105529147,"score_gpt":0.4185108296399802,"score_spread":0.3603366685846887,"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."}}