{"id":"W4403894138","doi":"10.20935/acadmed7382","title":"Integrating artificial intelligence into healthcare systems: opportunities and challenges","year":2024,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Wildlife Fund Canada","funders":"","keywords":"Healthcare system; Health care; Computer science; Artificial intelligence; Political science","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":[0.03457058,0.001257562,0.001366826,0.002876385,0.003027702,0.02024007,0.004120789,0.008282134,0.003295002],"category_scores_gemma":[0.02956695,0.001161071,0.0009815056,0.003197681,0.01323311,0.0320857,0.01361333,0.01068915,0.001575535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003668533,"about_ca_system_score_gemma":0.009138374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002246627,"about_ca_topic_score_gemma":0.002143524,"domain_scores_codex":[0.973824,0.01670226,0.001275411,0.001134104,0.005960484,0.001103636],"domain_scores_gemma":[0.9592415,0.03062621,0.001240454,0.002561481,0.004239863,0.002090478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006291209,0.0001883388,0.002827744,0.00205754,0.000146871,0.0004053886,0.00333109,0.005702444,0.0008976989,0.6717249,0.02328758,0.2893675],"study_design_scores_gemma":[0.00002294177,0.00009301815,0.0006506084,0.002799069,0.00003646564,0.0004257477,0.005505302,0.01225994,0.0004233892,0.765367,0.2123452,0.00007119106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009260496,0.1676992,0.1052682,0.6696042,0.002552734,0.0001397908,0.0001047585,0.0003634376,0.04500726],"genre_scores_gemma":[0.3922653,0.3077666,0.2272114,0.05016196,0.01253556,0.0005871938,0.0002618167,0.0002742783,0.008935885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03457058,"threshold_uncertainty_score":0.1828288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4931420694967985,"score_gpt":0.4738187728732071,"score_spread":0.01932329662359139,"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."}}