{"id":"W3138954266","doi":"10.2196/23415","title":"A Novel Convolutional Neural Network for the Diagnosis and Classification of Rosacea: Usability Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rosacea; Dermatology; Acne; Medicine; Convolutional neural network; Erythema; Psoriasis; Artificial intelligence; Computer science","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":[0.001593016,0.0009789813,0.0005164857,0.0008373919,0.0002197641,0.0005257139,0.000681651,0.0007185538,0.001898897],"category_scores_gemma":[0.004150447,0.00020737,0.00047449,0.0004724957,0.0001914432,0.001079393,0.0004340635,0.0003807621,0.0004656343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006865577,"about_ca_system_score_gemma":0.0003924288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01120372,"about_ca_topic_score_gemma":0.007583774,"domain_scores_codex":[0.9992154,0.0002129314,0.00007034327,0.0001833811,0.0002185765,0.00009936807],"domain_scores_gemma":[0.9983442,0.0007645321,0.00009824575,0.0001452299,0.0005770117,0.00007082357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00301457,0.00252995,0.07590432,0.001221281,0.0007298885,0.001912103,0.0004323652,0.0439262,0.05100248,0.000589259,0.008760591,0.8099771],"study_design_scores_gemma":[0.0001635712,0.003134509,0.05190752,0.0001497487,0.0005620806,0.001276091,0.0004488571,0.9091902,0.02819659,0.0004864759,0.004417933,0.00006636778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715312,0.00176413,0.02238738,0.0002189007,0.000180837,0.0003492402,0.0005182296,0.0007736569,0.00227651],"genre_scores_gemma":[0.9758475,0.0005247463,0.02096392,0.0000927153,0.00002692609,0.0001000291,0.0007250679,0.00002717314,0.001691977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01120372,"threshold_uncertainty_score":0.022277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06248791554100312,"score_gpt":0.3391730887869429,"score_spread":0.2766851732459397,"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."}}