{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005718265,0.0008711753,0.00151372,0.0003419782,0.0002252759,0.0003650018,0.000454061,0.000837501,0.00008099791],"category_scores_gemma":[0.002958056,0.0004572609,0.0003409072,0.0006814551,0.0005745557,0.0001534603,0.0002067095,0.002086297,0.0003739973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008188261,"about_ca_system_score_gemma":0.0007104406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003443715,"about_ca_topic_score_gemma":0.0001801729,"domain_scores_codex":[0.9946429,0.00007595802,0.001355428,0.00107497,0.002204271,0.0006464889],"domain_scores_gemma":[0.9955146,0.001942488,0.0003607249,0.001008678,0.0007101093,0.0004633542],"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":[0.00004397961,0.0001837774,0.00005786726,0.001255244,0.0004492576,0.0005670616,0.002463784,0.000001249624,0.000002651256,0.000957297,0.7677908,0.226227],"study_design_scores_gemma":[0.0004309459,0.002750657,0.00003119291,0.01786445,0.001359591,0.0001380249,0.02950722,0.001241818,0.00003839059,0.001670094,0.9444069,0.0005607718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002731146,0.03557655,0.0009278603,0.0337809,0.9235914,0.002018494,0.0006002047,0.0003928902,0.002838562],"genre_scores_gemma":[0.06782814,0.001384979,0.0001885871,0.0005230379,0.9240397,0.0005415105,0.003345683,0.0002182669,0.001930131],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2256663,"threshold_uncertainty_score":0.9997879,"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."}}