{"id":"W2934088268","doi":"10.1111/srt.12699","title":"High‐resolution quantitative acoustic microscopy of cutaneous carcinoma and melanoma: Comparison with histology","year":2019,"lang":"en","type":"article","venue":"Skin Research and Technology","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Windsor Regional Hospital; University of Windsor","funders":"","keywords":"Concordance; Histology; Biomedical engineering; Ultrasound; Histopathology; Ultrasonic sensor; Skin cancer; Microscopy; Materials science; Pathology; High resolution; Microscope; Medicine; Melanoma; Radiology; Cancer; Internal medicine","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":[0.0001634169,0.0001063809,0.0003714918,0.0007916699,0.00008722968,0.000007904955,0.00007597742,0.0001629336,0.00001994943],"category_scores_gemma":[0.0001036502,0.00008318156,0.00001499393,0.0005742755,0.001627323,0.00002666888,0.00006424998,0.0004854786,0.00001166586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003114724,"about_ca_system_score_gemma":0.00007704154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004056327,"about_ca_topic_score_gemma":0.0001020493,"domain_scores_codex":[0.9989328,0.00004838617,0.0001607465,0.0003076046,0.0001764309,0.0003739735],"domain_scores_gemma":[0.9991415,0.000236559,0.00005430265,0.0002384862,0.0002549682,0.00007423498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001104016,0.0002181961,0.7494652,0.000260307,0.00009491891,0.00004697069,0.0003009999,0.000002524381,0.2396174,0.006897727,0.000380905,0.001610785],"study_design_scores_gemma":[0.02617649,0.1737699,0.4802746,0.001448175,0.0006286814,0.0209255,0.03223736,0.004250808,0.2045237,0.02853764,0.02558765,0.001639473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946988,0.002975482,0.0004719416,0.001048537,0.0000382454,0.0003215588,0.000008747143,0.00004640172,0.0003903214],"genre_scores_gemma":[0.9913477,0.0001087324,0.008276906,0.00001068737,0.000008116532,0.0000133205,0.0000111739,0.00001298261,0.0002103737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2691906,"threshold_uncertainty_score":0.5995939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718076652917384,"score_gpt":0.3195796883758617,"score_spread":0.3023989218466879,"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."}}