{"id":"W4405616021","doi":"10.1186/s12912-024-02627-z","title":"Community health assessment of needs and continuous empowerment (CHANCE): a quantitative cross-sectional survey targeting primary health care nurses in Lebanon","year":2024,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Nursing education and management","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University Research Board, American University of Beirut; American University of Beirut","keywords":"Medicine; Cross-sectional study; Descriptive statistics; Nursing; Community health; Workforce; Health care; Family medicine; Odds ratio; Context (archaeology); Gee; Logistic regression; Population; Generalized estimating equation; Nursing management; Population health; Public health; Environmental health; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00232445,0.0002339846,0.0004725436,0.0005569717,0.0004576659,0.0002079388,0.0001481128,0.00006910598,0.00001272308],"category_scores_gemma":[0.00009533304,0.0002560198,0.00007251826,0.0006263875,0.0002455318,0.0002357785,0.00003924625,0.0004956783,0.000001688557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0025401,"about_ca_system_score_gemma":0.0006143169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004457647,"about_ca_topic_score_gemma":0.001753105,"domain_scores_codex":[0.9966466,0.001384072,0.00075622,0.0003622954,0.0003770303,0.0004738013],"domain_scores_gemma":[0.9987434,0.0004269535,0.0002896092,0.0002641916,0.0001428396,0.0001329796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000609796,0.001727448,0.7178513,0.004735909,0.00006679514,0.000001795082,0.1842123,0.0004687797,0.0007528971,0.003832498,0.02903701,0.05670351],"study_design_scores_gemma":[0.0006502121,0.0007877111,0.9552407,0.001883542,0.000008502507,0.000005497601,0.03719691,0.0006113856,0.00005879051,0.0001842534,0.003158142,0.0002143413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698735,0.009516446,0.001659162,0.001734915,0.01435648,0.001030086,0.0001016005,0.0001543056,0.001573488],"genre_scores_gemma":[0.9936612,0.00004241029,0.005107809,0.0003194493,0.00007445233,0.00002708843,0.0004169183,0.0000448861,0.000305815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2373894,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04803056792209001,"score_gpt":0.4337267365135832,"score_spread":0.3856961685914932,"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."}}