{"id":"W4391427740","doi":"10.1016/j.jid.2023.10.046","title":"The Arrival of Artificial Intelligence Large Language Models and Vision-Language Models: A Potential to Possible Change in the Paradigm of Healthcare Delivery in Dermatology","year":2024,"lang":"en","type":"letter","venue":"Journal of Investigative Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mediprobe Research (Canada); Women's College Hospital; University of Toronto","funders":"","keywords":"Specialty; Health care; Computer science; Patient safety; Paradigm shift; Medicine; Artificial intelligence; Pathology","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":[0.006231734,0.0005245711,0.001169168,0.0004296395,0.001482574,0.003941659,0.001783535,0.02371368,0.005560974],"category_scores_gemma":[0.04120848,0.0004630938,0.0009927077,0.0003598382,0.003656643,0.007087547,0.001464084,0.03370528,0.002237917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003521281,"about_ca_system_score_gemma":0.002852926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004492162,"about_ca_topic_score_gemma":0.007391107,"domain_scores_codex":[0.9960336,0.00207893,0.000411542,0.0003506954,0.0008697252,0.0002554652],"domain_scores_gemma":[0.9309619,0.05844925,0.001423698,0.001320815,0.005116094,0.002728287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002530423,0.0001723605,0.002866175,0.0003249524,0.00007318186,0.006146073,0.0006969675,0.002145716,0.0007123409,0.05725003,0.8541186,0.07524058],"study_design_scores_gemma":[0.0002396803,0.0001759595,0.001141147,0.0004978659,0.00005628193,0.007279514,0.001439979,0.02128382,0.0006938467,0.2676339,0.6994134,0.0001445972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003691728,0.0007928805,0.0008930269,0.9934923,0.003572072,0.000003632601,0.00001881727,0.00001361602,0.0008445451],"genre_scores_gemma":[0.0349155,0.005756118,0.00813049,0.8621589,0.08173593,0.00005713813,0.00006253034,0.00005585888,0.007127556],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02371368,"threshold_uncertainty_score":0.03295696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04566322827872028,"score_gpt":0.33057166943018,"score_spread":0.2849084411514597,"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."}}