{"id":"W2558827588","doi":"10.1186/s12960-016-0172-1","title":"Variability of staffing and staff mix across acute care units in Alberta, Canada","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Nursing education and management","field":"Nursing","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"Alberta Health","keywords":"Staffing; Workforce; Health care; Nursing; Health administration; Acute care; Skill mix; Medicine; Unit (ring theory); Health services research; Family medicine; Public health; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002511546,0.0003721001,0.0004339241,0.002075057,0.002927001,0.001536036,0.002536025,0.0004221938,0.001422265],"category_scores_gemma":[0.005948159,0.0004591529,0.0003352462,0.005030106,0.001345903,0.0003456512,0.001389578,0.0005571548,0.0001889457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07115956,"about_ca_system_score_gemma":0.07530623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965407,"about_ca_topic_score_gemma":0.9978077,"domain_scores_codex":[0.9965895,0.0003091634,0.000216595,0.0004134709,0.001655473,0.0008157203],"domain_scores_gemma":[0.991926,0.0009416373,0.001057907,0.0002344227,0.004194329,0.001645722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001552292,0.00005408209,0.9700906,0.0001068181,0.00007883696,0.0001887173,0.003675676,0.001048061,0.0004755175,0.0002132054,0.001936583,0.02197678],"study_design_scores_gemma":[0.000005889713,0.00002396463,0.996126,0.00003757273,0.00001169615,0.00003262166,0.002315931,0.000672468,0.0000776292,0.00003354973,0.0006506406,0.00001199718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942622,0.0007412513,0.0006475666,0.0004214463,0.0000181381,0.00007938523,0.001596701,0.00003861495,0.002194736],"genre_scores_gemma":[0.9964874,0.0004137231,0.0007788643,0.0001558863,0.000007735251,0.00003021883,0.0008973428,0.00001249891,0.001216291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9288405,"threshold_uncertainty_score":0.5163012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917018883370851,"score_gpt":0.3291741116215714,"score_spread":0.3100039227878629,"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."}}