{"id":"W4242920804","doi":"10.1002/9780471420194.tnmc28.pub3","title":"Malignant Melanoma of Skin","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Melanoma; Medicine; Dermatology; Physical examination; Pathology; Radiology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004608575,0.0001826758,0.0004734079,0.0002399342,0.0000193784,0.000005865902,0.0001333192,0.0001812453,0.02071038],"category_scores_gemma":[0.00004054119,0.0001492905,0.0001330936,0.00003850548,0.00006170764,0.000005699167,0.00006833205,0.0001311116,0.0002456876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002755548,"about_ca_system_score_gemma":0.00005143377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000294834,"about_ca_topic_score_gemma":0.0005645404,"domain_scores_codex":[0.9992303,0.00001202673,0.0001766573,0.0002240078,0.0002099713,0.0001469939],"domain_scores_gemma":[0.9988624,0.000009248413,0.0002976297,0.0007212784,0.00002800493,0.00008140432],"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":[0.00005125344,0.0002052324,0.00002785748,0.0003299998,0.000205092,0.0003027498,0.00001363717,5.434367e-8,0.0002311249,0.0000681006,0.9603602,0.03820467],"study_design_scores_gemma":[0.0006075723,0.0002247869,0.000322507,0.0007578765,0.0001778395,0.0001594606,0.00001584919,0.00001634421,0.0002386235,0.000008426469,0.9973383,0.000132391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002838058,0.0006097633,0.00005458672,0.0002938433,0.0005586155,0.0004588955,0.0009027126,0.0001598739,0.9966779],"genre_scores_gemma":[0.001554788,0.0003993395,0.001249616,0.0001576206,0.0007755629,0.000008079205,0.000567568,0.0002206331,0.9950668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03807228,"threshold_uncertainty_score":0.9801848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863933505040787,"score_gpt":0.2876208916207613,"score_spread":0.2689815565703534,"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."}}