{"id":"W4401944500","doi":"10.1016/j.hrthm.2024.08.002","title":"Evolving role of artificial intelligence in health care","year":2024,"lang":"en","type":"review","venue":"Heart Rhythm","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003101746,0.000927594,0.002085432,0.003739466,0.0004216431,0.002819631,0.001265142,0.002285812,0.004828434],"category_scores_gemma":[0.004580434,0.0003522762,0.0008273988,0.004652329,0.001490715,0.003185644,0.001418359,0.003483128,0.001247808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225131,"about_ca_system_score_gemma":0.003912178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003777541,"about_ca_topic_score_gemma":0.006739174,"domain_scores_codex":[0.9990717,0.0003137795,0.0001227715,0.0001070473,0.0003199868,0.00006467108],"domain_scores_gemma":[0.9949884,0.003954311,0.0002848793,0.00007386033,0.0005466033,0.0001519269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005618134,0.00006006446,0.0002427098,0.03458589,0.0001906656,0.0001134905,0.0001258083,0.0005009706,0.0003334126,0.01708813,0.02817677,0.9185259],"study_design_scores_gemma":[0.00004711275,0.00008860556,0.001392002,0.03421884,0.0003490133,0.0005284128,0.000207699,0.0003190667,0.0001468744,0.01342878,0.9492357,0.00003790938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003762682,0.9982975,0.00009306041,0.000682489,0.0001692704,0.000002059709,0.000006856346,0.000003409899,0.0007076983],"genre_scores_gemma":[0.0005329955,0.9981039,0.0002160073,0.0006132951,0.0003159124,0.000004419967,0.00001152222,0.000001324204,0.0002006042],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004828434,"threshold_uncertainty_score":0.01640385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1820854289178812,"score_gpt":0.4862928188350444,"score_spread":0.3042073899171632,"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."}}