{"id":"W4413311983","doi":"10.2147/ccid.s522271","title":"Artificial Intelligence and Large Language Models in the Fight Against Superficial Fungal Infections: Friend or Foe?","year":2025,"lang":"en","type":"article","venue":"Clinical Cosmetic and Investigational Dermatology","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Medicine; Cognitive science; Pathology; Psychology","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":[0.002338426,0.0005050838,0.0006044207,0.0007841606,0.000371515,0.002629225,0.0008879941,0.001614631,0.002089998],"category_scores_gemma":[0.004466302,0.0002902037,0.0007664823,0.0006328868,0.001604127,0.004075228,0.000852001,0.002544585,0.0009146594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009170561,"about_ca_system_score_gemma":0.001182336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099965,"about_ca_topic_score_gemma":0.002387527,"domain_scores_codex":[0.9992756,0.0004149726,0.00004966427,0.00007048437,0.0001487904,0.00004041606],"domain_scores_gemma":[0.9967114,0.002731435,0.0001241229,0.0001393148,0.000207252,0.00008650118],"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":[0.0001353821,0.0001314973,0.002312993,0.002212836,0.0002482565,0.0005886212,0.0008682465,0.05701766,0.003302352,0.544427,0.0268507,0.3619044],"study_design_scores_gemma":[0.00002638891,0.0001419376,0.0006661772,0.00116136,0.0001059256,0.0005279685,0.0004191222,0.1071354,0.001907626,0.7030953,0.1847194,0.00009333117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02062646,0.4116894,0.4154183,0.1021046,0.002355657,0.0001166567,0.0003973645,0.001212183,0.04607937],"genre_scores_gemma":[0.3157085,0.3554322,0.2961688,0.01034633,0.002279049,0.0002972125,0.0007321301,0.000249535,0.01878627],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.002629225,"threshold_uncertainty_score":0.01236689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06255951102598563,"score_gpt":0.3646975716727556,"score_spread":0.30213806064677,"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."}}