{"id":"W2134620718","doi":"10.12927/hcq.2011.22163","title":"Red Light–Green Light: From Kids' Game to Discharge Tool","year":2011,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu Grace Healthcare","funders":"","keywords":"Health care; Lean manufacturing; Medical emergency; Red light; Patient care; Work (physics); Emergency department; Operations management; Unit (ring theory); Acute care; Business; Medicine; Psychology; Nursing; Engineering","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000783038,0.0003845446,0.0005945727,0.0002733001,0.0011873,0.00003686508,0.000389003,0.0005726097,0.001956326],"category_scores_gemma":[0.0001156558,0.0003469119,0.0001197253,0.0005803722,0.00002201661,0.0003891842,0.00005119334,0.0009608821,0.003531854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233246,"about_ca_system_score_gemma":0.001020859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090224,"about_ca_topic_score_gemma":0.01069808,"domain_scores_codex":[0.9949132,0.001145914,0.001463884,0.0008400091,0.0004499265,0.001187018],"domain_scores_gemma":[0.9968711,0.0001275958,0.0002965515,0.001103403,0.0006843091,0.0009169991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001062877,0.0007263724,0.07627853,0.001288792,0.0001647771,0.00009895256,0.6887645,0.0000109554,0.003288829,0.03580519,0.05632828,0.136182],"study_design_scores_gemma":[0.005908226,0.008967539,0.2572335,0.003454034,0.0001544056,0.00001600869,0.06022083,0.003187977,0.0006875606,0.01279223,0.6434529,0.00392473],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6467392,0.0004819156,0.01916442,0.3038246,0.005901016,0.006930034,0.0007237608,0.001309039,0.01492609],"genre_scores_gemma":[0.9674913,0.00003234801,0.01605452,0.01071089,0.001427686,0.0007463261,0.0002682713,0.0001153488,0.003153347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6285437,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07249793015376321,"score_gpt":0.3751388904792431,"score_spread":0.3026409603254799,"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."}}