{"id":"W7149306379","doi":"10.71465/ajbe1593","title":"The Promise of Artificial Intelligence in Personalized Healthcare Systems","year":2025,"lang":"","type":"article","venue":"American Journal of Biomedical Engineering","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Transformative learning; Health care; Personalized medicine; Field (mathematics); Applications of artificial intelligence; Precision medicine; Healthcare system","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":[0.007703754,0.001006868,0.0009504465,0.001517781,0.001335798,0.006435117,0.001595493,0.003959717,0.003922149],"category_scores_gemma":[0.0146826,0.0005145395,0.0008582961,0.001387646,0.005694413,0.01111539,0.003713454,0.006515063,0.001368984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757257,"about_ca_system_score_gemma":0.002307641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458808,"about_ca_topic_score_gemma":0.001025102,"domain_scores_codex":[0.9952602,0.002587192,0.0002087819,0.0004221333,0.001326181,0.0001954435],"domain_scores_gemma":[0.9891562,0.008389165,0.0002609407,0.001169497,0.0006967478,0.0003273491],"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":[0.00008574613,0.00009240225,0.001170061,0.0007450311,0.0001340985,0.0001857097,0.0005253629,0.01786281,0.0007399562,0.8456842,0.01758672,0.1151879],"study_design_scores_gemma":[0.00002650197,0.00004539284,0.0003283435,0.0003405473,0.00003089636,0.0001122573,0.0001769151,0.02339878,0.0003730697,0.8936206,0.08149662,0.00005020808],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01323497,0.1241576,0.4480307,0.2696397,0.004187663,0.0002122751,0.0005853843,0.001036783,0.1389149],"genre_scores_gemma":[0.5624426,0.1151211,0.275875,0.02227614,0.009171973,0.0004382212,0.0005546769,0.0002734284,0.01384693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007703754,"threshold_uncertainty_score":0.0407418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04459646739650942,"score_gpt":0.3801759326459334,"score_spread":0.3355794652494239,"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."}}