{"id":"W4400864374","doi":"10.1177/10398562241265592","title":"The RANZCP Workforce Report: Action is needed, now","year":2024,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Workforce; Burnout; Psychological intervention; Economic shortage; Workforce planning; Medicine; Public sector; Private sector; Nursing; Workforce development; Health care; Service (business); Family medicine; Psychology; Business; Political science; Clinical psychology; Government (linguistics); Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02452572,0.001053088,0.0007620731,0.001392489,0.004807457,0.005974412,0.003985246,0.01687974,0.01254627],"category_scores_gemma":[0.07815115,0.0005252145,0.001097388,0.001992215,0.002393645,0.006316603,0.005014227,0.01784978,0.004867124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00590239,"about_ca_system_score_gemma":0.04503344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04331687,"about_ca_topic_score_gemma":0.0494454,"domain_scores_codex":[0.9833052,0.005848621,0.001811083,0.0007672515,0.005311197,0.002956717],"domain_scores_gemma":[0.9088225,0.0317697,0.006655065,0.002492806,0.03141368,0.0188462],"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":[0.00002613562,0.00003720693,0.001233861,0.0004587891,0.000007178164,0.0002349632,0.0008021024,0.00003849293,0.0001403749,0.001285395,0.9805725,0.01516306],"study_design_scores_gemma":[0.00002549693,0.00005154206,0.005567566,0.001766945,0.00001835074,0.0002128438,0.005939319,0.0001153656,0.0001238268,0.000971856,0.9851496,0.00005727691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001238271,0.002433,0.0001885767,0.9647468,0.02726493,0.00005833665,0.0004792333,0.00007271636,0.003518206],"genre_scores_gemma":[0.03408875,0.0134043,0.006842294,0.8638572,0.0492156,0.0008240046,0.00221848,0.0002471401,0.02930218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04331687,"threshold_uncertainty_score":0.129706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06785208799094107,"score_gpt":0.4597011194191866,"score_spread":0.3918490314282456,"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."}}