{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486715,0.0001295873,0.0002042545,0.0002672787,0.00004779367,0.00003947033,0.00002606686,0.00002207439,0.00003295182],"category_scores_gemma":[0.0002621058,0.0001117699,0.00002579591,0.0002551674,0.0000684855,0.0001538642,0.00003277123,0.0001235078,0.000001893736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149928,"about_ca_system_score_gemma":0.0004877409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000682955,"about_ca_topic_score_gemma":0.0001190068,"domain_scores_codex":[0.9988183,0.00007484348,0.000300024,0.0003255967,0.0002336262,0.0002475622],"domain_scores_gemma":[0.998728,0.0001057027,0.00007984553,0.0001509142,0.00003325262,0.000902332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005438814,0.0009732387,0.9406953,0.003833125,0.00003631994,0.0007561913,0.001058083,0.00008420086,0.000006865883,0.0003382034,0.003282729,0.04349688],"study_design_scores_gemma":[0.003014956,0.0003742398,0.9902816,0.001266571,0.00005214535,0.000005677884,0.0002976697,0.001563729,0.00000979788,0.0001437805,0.002845526,0.0001443073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927857,0.00320545,0.00006072293,0.00268976,0.0001168077,0.0009627133,0.00005341594,0.00002825426,0.00009717516],"genre_scores_gemma":[0.9972023,0.0009161725,0.00008524887,0.001504822,0.00004222661,0.00005943701,0.0001075391,0.000014617,0.00006762853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04958626,"threshold_uncertainty_score":0.4557843,"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."}}