{"id":"W2141068567","doi":"10.12927/cjnl.2010.21758","title":"Innovative Approaches to Staffing and Scheduling","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Staffing; Scheduling (production processes); Nursing; Business; Computer science; Psychology; Operations management; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002255522,0.0001172904,0.0001485435,0.0005487947,0.0002315336,0.0006569495,0.0003960689,0.0000769318,0.00005158608],"category_scores_gemma":[0.002721892,0.0001005087,0.00001984738,0.001488147,0.0001973424,0.0004711334,0.00005588058,0.000315519,0.00008781203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002824133,"about_ca_system_score_gemma":0.00003131674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004099004,"about_ca_topic_score_gemma":0.0000216469,"domain_scores_codex":[0.9983737,0.00008117681,0.0002905751,0.0004487336,0.00054342,0.0002624202],"domain_scores_gemma":[0.9989034,0.0003235531,0.00007570907,0.0004236713,0.0001879598,0.00008572645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000246454,0.0001160324,0.005968098,0.000009693488,0.00001152871,0.000002799307,0.01632285,0.0001514727,0.01732896,0.2500596,0.005397719,0.7046066],"study_design_scores_gemma":[0.001711755,0.0009409384,0.1394992,0.001006314,0.00007838132,0.00006874735,0.3372029,0.04494294,0.1087508,0.3230129,0.039714,0.003071246],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7664617,0.00004090513,0.1413123,0.05653192,0.0005483421,0.000505377,0.00000177359,0.0003124062,0.03428523],"genre_scores_gemma":[0.8723258,1.603681e-7,0.1262245,0.0005833213,0.0001029685,0.00001269272,0.00000107571,0.00001190356,0.0007375277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7015353,"threshold_uncertainty_score":0.633498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7234016487979313,"score_gpt":0.4143342212068956,"score_spread":0.3090674275910357,"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."}}