{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001648738,0.0002918944,0.0004228949,0.000227362,0.00124615,0.00006078681,0.0002941012,0.0002799918,0.0003538289],"category_scores_gemma":[0.02943485,0.0003072984,0.0001182916,0.0009758269,0.0004556375,0.001233053,0.00002622109,0.0009832788,0.0002658013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679664,"about_ca_system_score_gemma":0.002515997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005221721,"about_ca_topic_score_gemma":0.00004187842,"domain_scores_codex":[0.9943404,0.002721901,0.0007720696,0.0004562892,0.0005555964,0.001153732],"domain_scores_gemma":[0.9890906,0.007707945,0.001116312,0.0006745497,0.001055348,0.0003552271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001767561,0.000419522,0.001785162,0.00009478025,0.00007628708,0.000009102211,0.01508065,0.00001613486,0.0001448921,0.9750125,0.006445957,0.0007383044],"study_design_scores_gemma":[0.001540171,0.0004667986,0.005663827,0.01036441,0.0009533407,0.0003307453,0.1975642,0.00007719918,0.0002452656,0.4820989,0.2999959,0.0006992394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01087042,0.006250301,0.001345133,0.07445448,0.002525186,0.0008297834,0.00005953609,0.0001869132,0.9034783],"genre_scores_gemma":[0.9860888,0.0003405164,0.005970006,0.00462644,0.001042036,0.0000413984,0.000004317974,0.00004718244,0.001839278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9752184,"threshold_uncertainty_score":0.9999379,"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."}}