{"id":"W7132257741","doi":"","title":"Huashan Hospital: A Journey of Collaborative Digital Transformation","year":2024,"lang":"en","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Incentive; Information technology; Plan (archaeology); Telemedicine; Management system; Digital health; Information system","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":[],"category_scores_codex":[0.0001442238,0.0004781745,0.0005235081,0.0007724522,0.0001262387,0.0002095444,0.000338237,0.0004900928,0.0002456905],"category_scores_gemma":[0.0001020583,0.0004591052,0.000284748,0.0007147025,0.000857822,0.0005568283,0.00006109758,0.0004496317,0.004263361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005471945,"about_ca_system_score_gemma":0.001547807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004930184,"about_ca_topic_score_gemma":0.00002019106,"domain_scores_codex":[0.9974144,0.00005590002,0.0007097019,0.0005093049,0.001029041,0.0002816727],"domain_scores_gemma":[0.9985361,0.00002781529,0.000544559,0.0003988648,0.0003295713,0.0001631512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006724671,0.0003627561,0.00004176151,0.0008568948,0.000817003,0.0002851714,0.001680832,0.0000715741,0.001158387,0.05404848,0.9402219,0.0003879828],"study_design_scores_gemma":[0.000467147,0.0001441023,0.00006387541,0.00216938,0.0001860468,0.0001526397,0.0003583154,0.00003415714,0.001689247,0.0006229935,0.9935736,0.0005385164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005932973,0.005633591,0.0002442104,0.00004720771,0.003391486,0.0007666298,0.003306736,0.0005846822,0.9854321],"genre_scores_gemma":[0.3575445,0.00009149012,0.0003031482,0.0000192142,0.001485196,0.0001285794,0.0009295206,0.001040743,0.6384577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3569512,"threshold_uncertainty_score":0.9997861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008072075044231146,"score_gpt":0.2457535331941445,"score_spread":0.2376814581499133,"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."}}