{"id":"W3118400727","doi":"10.2147/rmhp.s283189","title":"Evaluation of System Modelling Techniques for Waste Identification in Lean Healthcare Applications","year":2021,"lang":"en","type":"article","venue":"Risk Management and Healthcare Policy","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Khalifa University of Science, Technology and Research; Cleveland Clinic","keywords":"Identification (biology); Value stream mapping; Usability; Health care; Computer science; Operations management; Lean manufacturing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03695537,0.001895793,0.0007223946,0.003342337,0.0009141411,0.003685049,0.001595328,0.00125292,0.003592824],"category_scores_gemma":[0.09548951,0.0008149449,0.001967469,0.002276891,0.0007064884,0.003541925,0.002290896,0.001292311,0.0004095702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003995602,"about_ca_system_score_gemma":0.00421181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004593761,"about_ca_topic_score_gemma":0.003929016,"domain_scores_codex":[0.9685741,0.02366493,0.002055869,0.0009365813,0.004229466,0.0005391669],"domain_scores_gemma":[0.8326952,0.1385633,0.006112886,0.006295062,0.01567518,0.0006584845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004751211,0.004079827,0.04781993,0.009007613,0.001128022,0.0005533026,0.01941467,0.368029,0.02460176,0.01766958,0.003256275,0.4996888],"study_design_scores_gemma":[0.0008236144,0.007090073,0.02037233,0.002717159,0.0009968814,0.0002915652,0.007049707,0.9167493,0.0210439,0.0112174,0.01139911,0.0002490951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5982218,0.0007164471,0.3806851,0.000971766,0.00009939322,0.005671124,0.001183037,0.002574102,0.009877269],"genre_scores_gemma":[0.5948736,0.000424173,0.4005833,0.00007415219,0.00001470423,0.002432975,0.0008074389,0.0001566203,0.0006331016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03695537,"threshold_uncertainty_score":0.195441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06773330507193656,"score_gpt":0.376574716716099,"score_spread":0.3088414116441625,"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."}}