{"id":"W4403774121","doi":"10.1016/b978-0-443-22038-8.00015-5","title":"Navigating the frontier: Integrating emerging biomedical technologies into modern healthcare","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Frontier; Health care; Healthcare system; Data science; Emerging technologies; Computer science; Geography; Economics; Economic growth; Artificial intelligence","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":[0.0008521029,0.0006346182,0.0004099362,0.0009092735,0.0006884302,0.007006217,0.000868513,0.002333802,0.02818221],"category_scores_gemma":[0.001312321,0.0002748301,0.000376908,0.001215388,0.00284208,0.00631616,0.002365974,0.003636788,0.008449832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106555,"about_ca_system_score_gemma":0.002637997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467079,"about_ca_topic_score_gemma":0.003523125,"domain_scores_codex":[0.9995981,0.00009088821,0.00001509872,0.00003913186,0.0002269515,0.00002982579],"domain_scores_gemma":[0.9993927,0.0004096943,0.00002521174,0.00002729856,0.00007350431,0.0000715398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001795604,0.00005641346,0.0001517468,0.0009164205,0.00001403969,0.00016172,0.001580732,0.0008250518,0.002280956,0.3964365,0.2230765,0.374482],"study_design_scores_gemma":[0.000002429149,0.00001464883,0.000142644,0.0006640987,0.000003851686,0.0002337569,0.000541828,0.0003958896,0.0002211449,0.1081642,0.8896062,0.000009198374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001506427,0.3071842,0.04956496,0.03218662,0.006509421,0.00004915895,0.00009357224,0.0004388429,0.6024668],"genre_scores_gemma":[0.02543484,0.3271073,0.05109457,0.01741432,0.00467106,0.0001033493,0.0001913525,0.0003308943,0.5736523],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02818221,"threshold_uncertainty_score":0.09427887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008515903871984098,"score_gpt":0.2450284748528994,"score_spread":0.2365125709809153,"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."}}