{"id":"W3084079428","doi":"10.1200/go.20.00264","title":"Feasibility Study of a Smartphone Application for Detecting Skin Cancers in People With Albinism","year":2020,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"American Society of Clinical Oncology","keywords":"Albinism; Medicine; Tanzania; Dermatology; Skin cancer; Population; mHealth; Cancer; Environmental health; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007768038,0.0004063511,0.000501438,0.0007986904,0.0009802969,0.001236357,0.0005729885,0.001008894,0.004698075],"category_scores_gemma":[0.02894048,0.00043409,0.001033953,0.0002674583,0.0004428189,0.001288999,0.0009044782,0.0006923952,0.0009389248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003979508,"about_ca_system_score_gemma":0.001803533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286544,"about_ca_topic_score_gemma":0.002478,"domain_scores_codex":[0.9962019,0.002101762,0.0004709525,0.0002882501,0.0006264009,0.0003106077],"domain_scores_gemma":[0.9822573,0.01064327,0.001587052,0.0005365479,0.003921547,0.001054201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004861583,0.01010912,0.6890891,0.008492153,0.0003612936,0.003810591,0.02740701,0.0002006359,0.007523097,0.0004519576,0.008169558,0.239524],"study_design_scores_gemma":[0.0024149,0.0761187,0.8026075,0.004768407,0.001611178,0.007368729,0.05785586,0.004065686,0.005659397,0.0006898821,0.03651775,0.0003219809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860866,0.000659799,0.001303048,0.001104383,0.0001702752,0.006785917,0.0005124838,0.00005600202,0.003321447],"genre_scores_gemma":[0.9784709,0.0008772272,0.01105019,0.001142394,0.0001194246,0.007109167,0.0002170062,0.00001394158,0.0009997577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007768038,"threshold_uncertainty_score":0.04108179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652132510415942,"score_gpt":0.3277701449221808,"score_spread":0.3012488198180213,"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."}}