{"id":"W3207844946","doi":"10.2196/31697","title":"Performance of Artificial Intelligence Imaging Models in Detecting Dermatological Manifestations in Higher Fitzpatrick Skin Color Classifications","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Basal cell carcinoma; Skin cancer; Dermatology; Artificial intelligence; Medicine; Dermatological diseases; Melanoma; Basal cell; Predictive value; Pathology; Computer science; Cancer; 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":[0.00282273,0.001032492,0.0005367561,0.001357793,0.0002944314,0.001744054,0.0005268554,0.001055815,0.001523264],"category_scores_gemma":[0.007411204,0.0002008023,0.0009098289,0.0004550666,0.0004118868,0.0008889011,0.0007232812,0.001038331,0.0009500545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064227,"about_ca_system_score_gemma":0.000591132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009868653,"about_ca_topic_score_gemma":0.006439862,"domain_scores_codex":[0.9990583,0.0002670835,0.00007260232,0.0002809693,0.0001795501,0.0001413642],"domain_scores_gemma":[0.9974329,0.001357215,0.0002699494,0.0002753375,0.0004833946,0.0001812657],"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":[0.003573833,0.001741067,0.2926686,0.0004120433,0.00111692,0.0006670555,0.0003847441,0.2188137,0.02373325,0.0007286086,0.009123792,0.4470362],"study_design_scores_gemma":[0.00004291072,0.0007941449,0.07150201,0.0001127074,0.0002209311,0.0004816649,0.0002523675,0.9106494,0.01350966,0.001064961,0.001312804,0.00005656507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681334,0.001531155,0.02287582,0.000697408,0.000167639,0.00013227,0.0007240815,0.0007569502,0.004981148],"genre_scores_gemma":[0.9894057,0.0002346149,0.008188209,0.0001670522,0.0000234219,0.00002572153,0.0009669069,0.0000290616,0.0009592542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009868653,"threshold_uncertainty_score":0.01962245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05525357189081016,"score_gpt":0.3066247062518136,"score_spread":0.2513711343610034,"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."}}