{"id":"W4403277459","doi":"10.1016/j.pcad.2024.10.003","title":"Recommendations on the use of artificial intelligence in health promotion","year":2024,"lang":"en","type":"review","venue":"Progress in Cardiovascular Diseases","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Medicine; Promotion (chess); MEDLINE; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01343839,0.001384262,0.002471534,0.007121948,0.0008177068,0.00407186,0.003611929,0.007115885,0.0169306],"category_scores_gemma":[0.0342857,0.0008924251,0.002820497,0.006959777,0.001931769,0.006273091,0.002334171,0.007656525,0.008046558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003743437,"about_ca_system_score_gemma":0.01427497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00832073,"about_ca_topic_score_gemma":0.01679162,"domain_scores_codex":[0.9914324,0.003987075,0.001527503,0.0004959502,0.002129834,0.0004272322],"domain_scores_gemma":[0.9628446,0.02312438,0.003497518,0.0006075262,0.00883535,0.001090766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001152185,0.0001362082,0.0002103264,0.06260553,0.0002391561,0.0001920018,0.0003803287,0.0003892954,0.0002608217,0.01937085,0.3909958,0.5251045],"study_design_scores_gemma":[0.00004408338,0.00005197413,0.0004551922,0.08163032,0.0002227243,0.0001266897,0.0002301661,0.00006570377,0.00006409036,0.006905066,0.910175,0.00002900976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001238913,0.8813763,0.001074754,0.09395257,0.01251934,0.0002209164,0.0004838941,0.00005698781,0.01019131],"genre_scores_gemma":[0.001269365,0.9535552,0.004830191,0.03336785,0.001886153,0.0003635447,0.0003989885,0.00001918427,0.004309561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0169306,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.456788974749754,"score_gpt":0.4974304022785163,"score_spread":0.04064142752876232,"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."}}