{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002676068,0.00008291406,0.0002155325,0.000009248058,0.0001012076,0.000009361358,0.00006159565,0.00007263926,0.00003875755],"category_scores_gemma":[0.0002818518,0.00004368749,0.00005693602,0.0001084319,0.0001558919,0.00006440019,0.00004533776,0.000129607,0.000002674064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001341055,"about_ca_system_score_gemma":0.00007163769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007047646,"about_ca_topic_score_gemma":0.00000376095,"domain_scores_codex":[0.9990993,0.00001450782,0.0003554982,0.00006674318,0.0003344862,0.0001294847],"domain_scores_gemma":[0.9990771,0.0004594579,0.0001024136,0.0001137348,0.00006577562,0.0001815409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008137383,0.002345176,0.8754079,0.001184643,0.0005746931,0.000003685043,0.01626301,0.0001623516,0.0000372135,0.001046938,0.04136837,0.06079224],"study_design_scores_gemma":[0.004016713,0.001621199,0.6454198,0.0000575842,0.0002144999,0.000009872558,0.003179881,0.3395925,0.000009597753,0.00001639222,0.005789017,0.00007295004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875154,0.000150577,0.003377463,0.006972905,0.00007418855,0.001789392,0.00002262531,0.00002125461,0.000076226],"genre_scores_gemma":[0.9970031,0.00003269668,0.0007445253,0.001712405,0.0001951894,0.0002704757,0.00002586062,0.000004590082,0.00001117004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3394302,"threshold_uncertainty_score":0.1781524,"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."}}