{"id":"W2770362735","doi":"10.2139/ssrn.3068175","title":"How Digital and Physical Care Team Interaction Affect Processing Times: A Case Study of Hospitalists","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Affect (linguistics); Medicine; Psychology; Nursing; Communication","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005409184,0.000126357,0.0002234738,0.00007851391,0.002577887,0.0002834779,0.0001150775,0.00008005284,0.000002125564],"category_scores_gemma":[0.0002913798,0.0001008128,0.00003984099,0.00005493383,0.00003919102,0.001043696,0.00005542673,0.001540864,0.000001887096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000472036,"about_ca_system_score_gemma":0.001600789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003877776,"about_ca_topic_score_gemma":0.002049617,"domain_scores_codex":[0.9984168,0.0001877197,0.000257784,0.0001846053,0.0001732582,0.0007797789],"domain_scores_gemma":[0.998795,0.00005592243,0.000451816,0.0002181265,0.0003887748,0.00009036849],"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":[0.0003503821,0.001474566,0.2674952,0.0006920546,0.0003350651,0.0002079265,0.239452,0.0003131939,0.0002220035,0.004276398,0.0001056689,0.4850755],"study_design_scores_gemma":[0.002216971,0.00324775,0.002495904,0.0003749731,0.00009148048,0.001244035,0.9809989,0.007497135,0.00001439373,0.001439023,0.0001065369,0.0002729179],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969697,0.0002660113,0.001196202,0.000483675,0.0001622968,0.0005561812,0.000004753644,0.00001910644,0.0003420704],"genre_scores_gemma":[0.9989922,0.00009836486,0.00006432131,0.00001068669,0.0003558609,0.00002370893,0.000004744375,0.00002126596,0.0004288278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7415469,"threshold_uncertainty_score":0.9987206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082481565527756,"score_gpt":0.4164250881509388,"score_spread":0.3856002724956613,"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."}}