{"id":"W2338631751","doi":"10.1057/9781137355621_4","title":"Florence Nightingale: A Research-Based Approach to Health, Healthcare and Hospital Safety","year":2015,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Health care; Work (physics); Sociology; Nursing; Medicine; Political science; Engineering; Law","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"],"consensus_categories":[],"category_scores_codex":[0.003235919,0.0007391724,0.0009026212,0.0008133383,0.0008960108,0.0002594432,0.000624604,0.0006199124,0.00004994798],"category_scores_gemma":[0.0004053687,0.0007581573,0.0001568675,0.0001127284,0.0008333092,0.000003586822,0.0000674514,0.001881886,0.0001488133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000991072,"about_ca_system_score_gemma":0.001321833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001030182,"about_ca_topic_score_gemma":0.000320513,"domain_scores_codex":[0.9942591,0.0006351787,0.0008315162,0.001450347,0.00151906,0.001304791],"domain_scores_gemma":[0.9955287,0.0005114733,0.000485529,0.001243261,0.000882594,0.001348421],"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":[0.001695078,0.00001971739,0.0003016728,0.002200257,0.0001248369,0.00002521518,0.04888546,0.000009442423,0.00001637034,0.8217042,0.01242118,0.1125966],"study_design_scores_gemma":[0.001643637,0.003162932,0.001001132,0.002489628,0.0001214713,0.000100736,0.00487682,0.0001086084,0.00005022771,0.854108,0.1302584,0.002078479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00008900992,0.008667341,0.0002237567,0.04634301,0.003325914,0.003277397,0.0002388204,0.0003099402,0.9375248],"genre_scores_gemma":[0.9862532,0.00003871054,0.003265307,0.002526038,0.001627657,0.00009505109,0.0003089902,0.0002539475,0.005631096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9861642,"threshold_uncertainty_score":0.9994869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09682262194490229,"score_gpt":0.3551294189004584,"score_spread":0.2583067969555561,"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."}}