{"id":"W3008525798","doi":"10.2196/16381","title":"Performance Evaluation of an Information Technology Intervention Regarding Charging for Inpatient Medical Materials at a Regional Teaching Hospital in Taiwan: Empirical Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Taiwan University; National Taiwan University Hospital Yunlin Branch; National Taiwan University Hospital","keywords":"Nursing; Promotion (chess); Medicine; Psychology; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006406203,0.0006130093,0.0005280169,0.001381478,0.001095693,0.001074414,0.001145777,0.0007789673,0.001891151],"category_scores_gemma":[0.02047018,0.0003851576,0.0007170895,0.001175807,0.0008024956,0.0009937107,0.001020478,0.001065498,0.0002863944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003869178,"about_ca_system_score_gemma":0.005777195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007157707,"about_ca_topic_score_gemma":0.008223336,"domain_scores_codex":[0.9945899,0.003011841,0.0004402678,0.0003515074,0.0007355955,0.000870977],"domain_scores_gemma":[0.9834658,0.006954768,0.003906899,0.0007058161,0.002191972,0.002774783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003382397,0.07021653,0.73801,0.001626674,0.0003831004,0.001114701,0.03184032,0.002397883,0.005597314,0.0003662321,0.001232179,0.1438326],"study_design_scores_gemma":[0.0004425989,0.03886159,0.915596,0.0002049786,0.0002567186,0.0001350368,0.03485022,0.006315551,0.002345998,0.00006242379,0.0008539506,0.00007490084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995456,0.00001638801,0.00007158337,0.00003285671,0.000001931806,0.0001160515,0.00001572668,0.00000390521,0.000195909],"genre_scores_gemma":[0.9990133,0.00005136014,0.0004824116,0.00003843565,0.000006352146,0.0001829537,0.00004431339,0.000002524637,0.0001784419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007157707,"threshold_uncertainty_score":0.03387964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272019579259845,"score_gpt":0.5018492725369217,"score_spread":0.3746473146109372,"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."}}