{"id":"W4407545297","doi":"10.3390/computation13020053","title":"Artificial Intelligence Applications in Public Health","year":2025,"lang":"en","type":"article","venue":"Computation","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Balsillie School of International Affairs; University of Waterloo","funders":"","keywords":"Public health; Computer science; Business; Medicine; Nursing","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":[0.004831673,0.0006377386,0.0004694291,0.002991467,0.001316132,0.006421321,0.001026247,0.0032675,0.01332541],"category_scores_gemma":[0.01313868,0.0002712524,0.0004605998,0.004606051,0.002505697,0.003409063,0.002882838,0.003110999,0.003869661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983326,"about_ca_system_score_gemma":0.003095474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001779804,"about_ca_topic_score_gemma":0.002030362,"domain_scores_codex":[0.9971085,0.001867046,0.0001534119,0.0001547609,0.000596751,0.000119537],"domain_scores_gemma":[0.9932522,0.004556317,0.0003036755,0.0004186923,0.001083884,0.0003851936],"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":[0.00005414908,0.0001246953,0.002779316,0.001387841,0.0000742105,0.0005651463,0.001003852,0.004626924,0.0006116122,0.4544807,0.1795712,0.3547203],"study_design_scores_gemma":[0.00001613383,0.0000454428,0.001565839,0.001441973,0.00003193963,0.0004551543,0.0008928932,0.004879839,0.000400012,0.3566724,0.6335717,0.00002646735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.009006003,0.2453862,0.07344706,0.2478607,0.0105036,0.0003048445,0.0006701877,0.001080802,0.4117406],"genre_scores_gemma":[0.3890373,0.3477368,0.1178783,0.04398743,0.02002902,0.0005861836,0.001104345,0.0002684204,0.0793722],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01332541,"threshold_uncertainty_score":0.04457796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3243427184925876,"score_gpt":0.5000634365228726,"score_spread":0.175720718030285,"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."}}