{"id":"W7117677422","doi":"10.3389/frym.2025.1536394","title":"Artificial Intelligence in Healthcare","year":2025,"lang":"","type":"article","venue":"Frontiers for Young Minds","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children","keywords":"Key (lock); Health care; Cover (algebra); Ask price; Applications of artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007250992,0.000784223,0.001076529,0.001921667,0.001737213,0.008356762,0.001262877,0.005369379,0.01120606],"category_scores_gemma":[0.009331549,0.0003180405,0.0004673938,0.00234032,0.01355109,0.006164786,0.004015704,0.005147307,0.003296967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004159642,"about_ca_system_score_gemma":0.00573507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852972,"about_ca_topic_score_gemma":0.001785725,"domain_scores_codex":[0.9929948,0.004061457,0.0003463876,0.0006654708,0.001618082,0.000313791],"domain_scores_gemma":[0.9933895,0.00458528,0.0003038409,0.0007505733,0.0005776091,0.0003931613],"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":[0.000009575571,0.00001741907,0.0003903124,0.0003818195,0.00002364141,0.00008421013,0.0007283061,0.0006613642,0.00007772967,0.9119148,0.03400414,0.05170668],"study_design_scores_gemma":[0.00001113099,0.00002449066,0.0004389257,0.0009263959,0.000007432017,0.0001875186,0.0004784605,0.0005782001,0.00006740705,0.6732817,0.3239823,0.00001623217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002658794,0.2733967,0.04057577,0.1987732,0.00603409,0.0001557981,0.0002957348,0.0002628204,0.4778471],"genre_scores_gemma":[0.378215,0.3683491,0.08100139,0.05607286,0.01452117,0.000875145,0.0006700403,0.0002780603,0.1000172],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01120606,"threshold_uncertainty_score":0.03834736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09222100852065288,"score_gpt":0.4167789880285624,"score_spread":0.3245579795079095,"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."}}