{"id":"W4220684809","doi":"10.1186/s43058-021-00247-1","title":"Implementation of an ED surge management platform: a study protocol","year":2022,"lang":"en","type":"article","venue":"Implementation Science Communications","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Eastern Health","keywords":"Implementation research; Process management; Scalability; Quality management; Overcrowding; Protocol (science); Computer science; Best practice; Medicine; Operations management; Psychological intervention; Nursing; Engineering; Management system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.08739004,0.003535023,0.005042095,0.005242255,0.006986191,0.004580658,0.00439045,0.006378666,0.04348072],"category_scores_gemma":[0.03940225,0.005205668,0.003405324,0.00489523,0.003968694,0.005038504,0.003628718,0.008948787,0.01469505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0096607,"about_ca_system_score_gemma":0.05274451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006066998,"about_ca_topic_score_gemma":0.01074917,"domain_scores_codex":[0.968338,0.01915017,0.005357468,0.002155567,0.002639196,0.002359645],"domain_scores_gemma":[0.9679211,0.01070136,0.004186178,0.003558735,0.009809242,0.003823471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1359451,0.1315494,0.02205176,0.07126117,0.001214978,0.005292705,0.02561293,0.01137398,0.008021959,0.02995161,0.133942,0.4237825],"study_design_scores_gemma":[0.2798977,0.08788525,0.0701025,0.05372544,0.001043861,0.001548307,0.02572371,0.01295532,0.008218878,0.02235289,0.4350008,0.001545376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009507451,0.00005282285,0.001790112,0.00009535673,0.00004445598,0.9962139,0.0004441024,0.0000252892,0.0003832513],"genre_scores_gemma":[0.0007324649,0.00007206266,0.002435119,0.00008208978,0.000008960071,0.9964489,0.00009020606,0.000002391147,0.0001278458],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08739004,"threshold_uncertainty_score":0.4621682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358804104563335,"score_gpt":0.5472530227465999,"score_spread":0.4113726122902664,"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."}}