{"id":"W3044626901","doi":"10.2196/18599","title":"Role of Artificial Intelligence in Patient Safety Outcomes: Systematic Literature Review","year":2020,"lang":"en","type":"review","venue":"JMIR Medical Informatics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":410,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patient safety; Artificial intelligence; Systematic review; Clinical decision support system; Machine learning; MEDLINE; Decision tree; Computer science; Medicine; Decision support system; Health care","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":[0.02512966,0.001774128,0.007135579,0.01600002,0.0007549928,0.003784762,0.002493213,0.002328907,0.004650446],"category_scores_gemma":[0.1509219,0.001133807,0.009183514,0.01627067,0.001565123,0.00334343,0.002199873,0.001702621,0.0004083178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004830957,"about_ca_system_score_gemma":0.01807272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006690084,"about_ca_topic_score_gemma":0.01480469,"domain_scores_codex":[0.971962,0.01086524,0.01078947,0.001468975,0.004439292,0.0004749787],"domain_scores_gemma":[0.7830852,0.1784904,0.02491144,0.002165354,0.01055091,0.0007967093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001418894,0.00001571189,0.001196194,0.9632957,0.007841702,0.00006221177,0.0002084955,0.0001108201,0.00004989221,0.0001817327,0.0009507839,0.02594499],"study_design_scores_gemma":[0.0001362419,0.0001409821,0.00309731,0.9420055,0.04685574,0.0001931272,0.0002573331,0.0001115815,0.0001105093,0.0003065931,0.006753929,0.00003110892],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001442243,0.9962681,0.0003572832,0.0005062787,0.0001268593,0.0004468264,0.000532804,0.00001273531,0.0003069482],"genre_scores_gemma":[0.03093122,0.9643955,0.001561325,0.001011151,0.0001636471,0.001373518,0.0004556317,0.0000121425,0.00009595897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02512966,"threshold_uncertainty_score":0.1328999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09932253929292394,"score_gpt":0.447337276712411,"score_spread":0.348014737419487,"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."}}