{"id":"W2792844945","doi":"10.1111/bjd.16109","title":"Advances in the diagnosis of pigmented skin lesions","year":2018,"lang":"en","type":"editorial","venue":"British Journal of Dermatology","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermatoscopy; Melanoma; Skin cancer; Medicine; Dermatology; Teledermatology; Basal cell carcinoma; Cancer; Pathology; Basal cell; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007957713,0.0001836675,0.0006845903,0.0001850581,0.00002971702,0.00001702857,0.0008131764,0.0006697942,0.00002100078],"category_scores_gemma":[0.001618692,0.0001706061,0.0001438183,0.0002373214,0.0002823697,0.0001629931,0.00005409979,0.001293707,0.000003267584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007233598,"about_ca_system_score_gemma":0.00002101287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008456714,"about_ca_topic_score_gemma":0.0001102404,"domain_scores_codex":[0.9982999,0.00007128882,0.000836661,0.0001205791,0.0003622636,0.000309335],"domain_scores_gemma":[0.9980017,0.00119914,0.000385588,0.0001838962,0.0001948934,0.00003481125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001237857,0.00005565469,0.00009859785,0.0001629993,0.00003848609,0.001239467,0.00004146067,0.0001908499,0.0001271018,0.000007672144,0.9699143,0.02811108],"study_design_scores_gemma":[0.0007191778,0.00006047139,0.00005210431,0.001154233,0.00005194966,0.00492984,0.000222481,0.0000229873,0.02210718,0.001487693,0.9689661,0.0002257328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.09101845,0.136959,0.001105585,0.0005142628,0.7679291,0.0004215032,0.0002934685,0.0002241519,0.001534391],"genre_scores_gemma":[0.5047767,0.3143468,0.002209265,0.00003393902,0.1783877,0.00005921382,0.00004841009,0.0001266364,0.00001126478],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5895414,"threshold_uncertainty_score":0.6957116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005940696567150607,"score_gpt":0.2468536857086351,"score_spread":0.2409129891414845,"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."}}