{"id":"W4394695452","doi":"10.1088/1361-6579/ad3d26","title":"A non-invasive approach to skin cancer diagnosis via graphene electrical tattoos and electrical impedance tomography","year":2024,"lang":"en","type":"article","venue":"Physiological Measurement","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"American Cancer Society","keywords":"Skin cancer; Electrical impedance; Electrical impedance tomography; Lesion; Imaging phantom; Biomedical engineering; Cancer; Position (finance); Computer science; Medicine; Radiology; Tomography; Pathology; Internal medicine; Electrical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002763287,0.000318815,0.0004812532,0.00043735,0.0001135618,0.00006077419,0.0001171382,0.0001162225,0.00008444769],"category_scores_gemma":[0.00009377558,0.0002266688,0.0002504424,0.001601883,0.00007271133,0.0000393611,0.00008368328,0.0003552431,0.00003912167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002170586,"about_ca_system_score_gemma":0.00005830965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000723484,"about_ca_topic_score_gemma":0.00001213743,"domain_scores_codex":[0.9974998,0.00007361185,0.0003209733,0.000849003,0.0007141047,0.0005424978],"domain_scores_gemma":[0.9991013,0.00007442287,0.00003951732,0.0002481642,0.000129421,0.0004071704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001308022,0.003308922,0.005719919,0.000941953,0.001691868,0.0002630679,0.0004638467,0.0001232362,0.5998619,0.001784922,0.08329047,0.3012419],"study_design_scores_gemma":[0.005055355,0.01509114,0.7296446,0.001296189,0.002163202,0.0007571081,0.0002148807,0.01626321,0.1695535,0.004947085,0.05208313,0.002930541],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688457,0.009540648,0.012003,0.001644117,0.0005464174,0.003392855,0.0000145135,0.0005690129,0.00344379],"genre_scores_gemma":[0.9933761,0.001558378,0.0007645896,0.001321035,0.0003530065,0.002535604,0.000005983554,0.00002810171,0.00005715904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239247,"threshold_uncertainty_score":0.9243286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652810379404564,"score_gpt":0.2692125795568093,"score_spread":0.2326844757627636,"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."}}