{"id":"W4408443053","doi":"10.1109/iitcee64140.2025.10915434","title":"Next-Gen Dermatology: Revolutionizing Dermatological Diagnostics with AI and Emergency Care Solutions","year":2025,"lang":"en","type":"article","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Dermatology; Dermatological diseases; Medicine; Computer science","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":[0.0009496482,0.0005757386,0.0002692111,0.0008418081,0.0002776087,0.001322402,0.0009263058,0.0009585575,0.009265045],"category_scores_gemma":[0.001819113,0.0001974409,0.0005235845,0.0004074453,0.0002646894,0.001939234,0.001524687,0.001387804,0.003957373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006967703,"about_ca_system_score_gemma":0.0007241226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002575617,"about_ca_topic_score_gemma":0.004789159,"domain_scores_codex":[0.9995696,0.0001092749,0.00002158912,0.00009238301,0.0001550995,0.00005205145],"domain_scores_gemma":[0.999158,0.0002723156,0.00007545146,0.0001293242,0.000204103,0.0001607453],"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":[0.0004314634,0.000418793,0.01787707,0.0009563654,0.0001582077,0.0005404493,0.0002222315,0.004919193,0.01730609,0.00917453,0.1270693,0.8209262],"study_design_scores_gemma":[0.0001469381,0.0008272135,0.02160144,0.001081136,0.0002538217,0.004833363,0.0006752422,0.1713176,0.03775197,0.04513367,0.7162151,0.000162531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1066226,0.06516904,0.5687966,0.05481972,0.008086754,0.0007879626,0.01315162,0.05654789,0.1260177],"genre_scores_gemma":[0.5133038,0.02257029,0.3963969,0.01576613,0.001669496,0.0002671943,0.01395569,0.001268929,0.03480146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009265045,"threshold_uncertainty_score":0.03099465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178607814325014,"score_gpt":0.2672930170416852,"score_spread":0.2494322356091838,"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."}}