{"id":"W4234721733","doi":"10.32920/ryerson.14638554.v1","title":"New Acoustic Beams Designed for Rapid Lesion Formation: Limitations Near the Skin During Multiple Lesion Treatments","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Lesion; Skin lesion; Medicine; Biomedical engineering; Acoustics; Pathology; Physics","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":[0.0001517439,0.0003120928,0.0003991488,0.00009973747,0.0005753975,0.0002064189,0.0001612987,0.0002851072,0.0001957093],"category_scores_gemma":[0.0003416257,0.0002131967,0.0003685051,0.0001478561,0.00003877123,0.000170175,0.0001617247,0.0002766845,0.00003571262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768705,"about_ca_system_score_gemma":0.0005455167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002622952,"about_ca_topic_score_gemma":0.0003615058,"domain_scores_codex":[0.9984608,0.00006122793,0.0004370048,0.0004083741,0.0003289413,0.0003036019],"domain_scores_gemma":[0.9985141,0.0003632297,0.0001700157,0.0006047968,0.0001993299,0.0001485567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002926587,0.002674699,0.0019488,0.005966947,0.002717928,0.0001289059,0.03584179,0.05185911,0.1007095,0.00009375412,0.04333656,0.7517954],"study_design_scores_gemma":[0.07373925,0.00355105,0.2128047,0.007825211,0.01273184,0.0004302268,0.08141661,0.2558176,0.3272603,0.001873313,0.01832321,0.004226774],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6273348,0.001351555,0.3601578,0.005286521,0.0004213037,0.004250787,0.00002333175,0.0002096959,0.0009641858],"genre_scores_gemma":[0.9139742,0.001220348,0.07444276,0.0004743422,0.0003005395,0.0004257096,0.001406691,0.00006802117,0.007687382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7475687,"threshold_uncertainty_score":0.869391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08633547747312063,"score_gpt":0.3091529122269158,"score_spread":0.2228174347537951,"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."}}