{"id":"W4403614765","doi":"10.1002/ski2.465","title":"Accuracy and Confidence of Irish General Practitioners in Diagnosing Skin Disease in Patients with Darkly Pigmented Skin","year":2024,"lang":"en","type":"article","venue":"Skin Health and Disease","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University College Cork; Health Research Board; Health Service Executive; Wellcome Trust; Irish Research eLibrary; Canadian Institute for Theoretical Astrophysics","keywords":"Medicine; Irish; Dermatology; Confidence interval; Disease; Competence (human resources); Primary care; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.004576764,0.0001803343,0.0003688635,0.000903014,0.0004113874,0.001347563,0.0006481225,0.000736122,0.003087321],"category_scores_gemma":[0.03646932,0.0002686457,0.0004573617,0.0007620182,0.0006000177,0.0007590526,0.0009942217,0.0008731015,0.0006331616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216579,"about_ca_system_score_gemma":0.0008925748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03383205,"about_ca_topic_score_gemma":0.03105783,"domain_scores_codex":[0.9965183,0.001441695,0.0005030162,0.0004035098,0.0006137552,0.0005197871],"domain_scores_gemma":[0.9846237,0.007389309,0.003895155,0.0008472688,0.002255986,0.0009885607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001451647,0.0000474365,0.9886147,0.00005443302,0.00004490855,0.0001419467,0.00079876,0.0001724477,0.0001301675,0.00005321444,0.001212427,0.008584331],"study_design_scores_gemma":[0.00002719058,0.000163994,0.9923488,0.000187342,0.00005565042,0.0008189571,0.002756102,0.001750783,0.0001520363,0.0001518763,0.001567743,0.00001955676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903485,0.0007669974,0.0002128976,0.0012889,0.0000712512,0.00002897326,0.0005110681,0.00001571252,0.006755631],"genre_scores_gemma":[0.9989614,0.000161126,0.0002527332,0.0002157145,0.00002018191,0.000006811801,0.0001828147,0.000003227532,0.000196017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03383205,"threshold_uncertainty_score":0.06727022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019920263351514,"score_gpt":0.2925150769277766,"score_spread":0.2823158742942614,"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."}}