{"id":"W4212907835","doi":"10.2196/36893","title":"Deep Learning Skin Disease Classifiers: Current Status and Future Prospects","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Artificial intelligence; Clinical Practice; Disease; Machine learning; Deep learning; Clinical decision support system; Smartphone app; Diagnostic accuracy; Primary care; Pathology; Computer science; Family medicine; Decision support system; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004064536,0.0007591181,0.0008418571,0.001078989,0.0002223237,0.001844147,0.001419965,0.001794946,0.004102282],"category_scores_gemma":[0.005809245,0.0003229133,0.0006821472,0.0009134924,0.0009274711,0.003125438,0.001096937,0.002560164,0.001484554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369369,"about_ca_system_score_gemma":0.001411536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003867351,"about_ca_topic_score_gemma":0.003309818,"domain_scores_codex":[0.9992793,0.0002738603,0.00005044386,0.0001358276,0.0001868206,0.00007384233],"domain_scores_gemma":[0.995649,0.002847214,0.000167271,0.0001168482,0.0009536013,0.000266064],"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":[0.0002104554,0.0003305944,0.005797064,0.001382804,0.0001180826,0.00005259594,0.00007621048,0.006696256,0.0006609783,0.005152702,0.02767552,0.9518466],"study_design_scores_gemma":[0.0003028207,0.002530291,0.01975839,0.01187474,0.0006872637,0.001065448,0.001090751,0.2948928,0.006789952,0.1137827,0.5469391,0.0002857624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02198751,0.8891939,0.03803928,0.03826062,0.001478662,0.0001104492,0.0005672433,0.0008717453,0.009490528],"genre_scores_gemma":[0.2357691,0.6703278,0.06773026,0.01134614,0.004031819,0.000295716,0.002202859,0.0001389981,0.008157343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004102282,"threshold_uncertainty_score":0.02149552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009948440368517626,"score_gpt":0.2438518671102625,"score_spread":0.2339034267417449,"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."}}