{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003767892,0.001300391,0.001042056,0.002371134,0.0007410541,0.0021603,0.001336683,0.004136941,0.002873468],"category_scores_gemma":[0.009213047,0.0005036046,0.0008649259,0.0006817757,0.001656912,0.003076289,0.0007297457,0.009729376,0.002604068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00119072,"about_ca_system_score_gemma":0.0007868355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005092084,"about_ca_topic_score_gemma":0.001163041,"domain_scores_codex":[0.9973586,0.0004677894,0.0004442389,0.000317485,0.001326767,0.00008520272],"domain_scores_gemma":[0.9880215,0.005778763,0.0004535904,0.0002775796,0.004759409,0.0007091617],"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":[0.0001874244,0.00006767164,0.0003002849,0.002104322,0.00005002525,0.0005948211,0.00007812049,0.000119786,0.001882587,0.002813096,0.798449,0.1933528],"study_design_scores_gemma":[0.00001611644,0.00006367854,0.0004663152,0.0004678587,0.00002915241,0.001272073,0.00004441351,0.0001189141,0.0005654588,0.001264483,0.9956743,0.00001724795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003313329,0.1995558,0.001300051,0.04687228,0.7487893,0.00002065992,0.00003956573,0.00007523817,0.003015854],"genre_scores_gemma":[0.002678206,0.1677238,0.0009794293,0.01989958,0.8028638,0.00001420547,0.00003372704,0.00004100821,0.005766275],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.004136941,"threshold_uncertainty_score":0.01992679,"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."}}