{"id":"W1997263208","doi":"10.1177/1527154403004002005","title":"Evidence of Nurse Working Conditions: A Global Perspective","year":2003,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Staffing; Nursing; Skill mix; Work (physics); Perspective (graphical); Nursing shortage; Medicine; Business; Psychology; Health care; Nurse education; Political science; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01990573,0.0005946466,0.001472122,0.01053954,0.000895099,0.00470449,0.001136447,0.001992524,0.005887646],"category_scores_gemma":[0.04041349,0.0003306514,0.001119724,0.01369443,0.004745297,0.005040254,0.004718195,0.002275392,0.0004029085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002545432,"about_ca_system_score_gemma":0.003113152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008351875,"about_ca_topic_score_gemma":0.01489502,"domain_scores_codex":[0.9859109,0.00860764,0.00187079,0.0009454851,0.001881322,0.000783823],"domain_scores_gemma":[0.9228902,0.05413048,0.01239785,0.002441179,0.00680552,0.001334752],"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":[0.0006917383,0.0001202497,0.3089027,0.04826973,0.002483525,0.0009830665,0.0106782,0.001008982,0.0006618073,0.03119662,0.02029834,0.5747051],"study_design_scores_gemma":[0.00007962931,0.000705112,0.6614214,0.09218439,0.002588971,0.002493809,0.03490129,0.0001902191,0.0006282546,0.01749256,0.1872009,0.000113628],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06325085,0.8322541,0.0008910352,0.05627203,0.001149375,0.00003677983,0.001048427,0.00001362596,0.04508367],"genre_scores_gemma":[0.4858943,0.4879093,0.001434672,0.02137867,0.001536792,0.00009845909,0.000863774,0.00002667458,0.0008573823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01990573,"threshold_uncertainty_score":0.1052728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460562280596839,"score_gpt":0.5596221877130619,"score_spread":0.4135659596533781,"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."}}