{"id":"W4415735608","doi":"10.63332/joph.v4i1.3614","title":"Integrated Roles of Nursing Leadership and Social Work in Health Management: A Strategic Framework for Enhancing Patient Support Systems","year":2025,"lang":"","type":"article","venue":"Journal of Posthumanism","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Health care; Psychosocial; Social work; Focus group; Consistency (knowledge bases); Qualitative research; Structural equation modeling; Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00229757,0.000263552,0.0008032214,0.0008772342,0.000832996,0.00007657862,0.0002127461,0.0004085679,0.0001521208],"category_scores_gemma":[0.0001036439,0.0002400299,0.0001373159,0.0007896668,0.0001158442,0.0002049729,0.00003725406,0.001239823,0.000003228303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065624,"about_ca_system_score_gemma":0.003491141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002876864,"about_ca_topic_score_gemma":0.0001395696,"domain_scores_codex":[0.9948201,0.001183493,0.002825477,0.000243846,0.0003916102,0.0005355123],"domain_scores_gemma":[0.9955344,0.0005178204,0.002776548,0.0001420911,0.0009153077,0.0001138313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.003489062,0.001168089,0.000393735,0.007026292,0.0002550046,0.000008773454,0.2324527,0.00005552835,0.0001877926,0.7279276,0.004260724,0.02277465],"study_design_scores_gemma":[0.001908455,0.001188671,0.003474772,0.06038311,0.0001341882,0.000006724497,0.8869672,0.0001963422,0.00006896425,0.04362581,0.001818977,0.0002267637],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8265203,0.01505829,0.04029231,0.0841914,0.02280323,0.006836677,0.0001139971,0.00003274366,0.004151042],"genre_scores_gemma":[0.9934176,0.0001476874,0.002842646,0.001594778,0.0002756753,0.00003950439,0.00001517942,0.00002742785,0.001639549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6843018,"threshold_uncertainty_score":0.9788134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108805251832444,"score_gpt":0.4352031854651423,"score_spread":0.3263979336326983,"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."}}