{"id":"W4392386827","doi":"10.1038/s41746-024-01066-z","title":"Integrating artificial intelligence into healthcare systems: more than just the algorithm","year":2024,"lang":"en","type":"editorial","venue":"npj Digital Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Software deployment; Interoperability; Health care; Adaptability; Computer science; Artificial intelligence; Medicine; Political science; Management; Software engineering","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":[0.007062645,0.001813927,0.001958352,0.002446292,0.001846866,0.009028812,0.002453981,0.01089077,0.006317208],"category_scores_gemma":[0.03177065,0.0008141408,0.001447867,0.001504601,0.004109785,0.006170369,0.001723632,0.02038957,0.00522047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002203716,"about_ca_system_score_gemma":0.003006165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357195,"about_ca_topic_score_gemma":0.002902208,"domain_scores_codex":[0.9948895,0.001585913,0.000672387,0.0005153659,0.002202694,0.0001341804],"domain_scores_gemma":[0.9563319,0.03197793,0.001002712,0.0008687095,0.008212988,0.001605782],"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":[0.00004278966,0.00001806448,0.00006091812,0.0008904095,0.00004558955,0.00008919738,0.00007595907,0.00008111226,0.00008829551,0.002629621,0.9592079,0.03677011],"study_design_scores_gemma":[0.00003549279,0.00002329872,0.0001142257,0.0009063877,0.00004710455,0.0001613527,0.00005725479,0.0001699641,0.00009306284,0.00440094,0.9939734,0.00001756359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007457056,0.06419301,0.001064095,0.1245427,0.8070357,0.00002278346,0.00006516591,0.0001003696,0.002901701],"genre_scores_gemma":[0.001169552,0.0493428,0.001089194,0.05696463,0.8838239,0.00003581263,0.00003735681,0.00007985886,0.007456915],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01089077,"threshold_uncertainty_score":0.03735125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08964970192950854,"score_gpt":0.3978191126073248,"score_spread":0.3081694106778162,"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."}}