{"id":"W4285465213","doi":"10.32920/ryerson.14639760","title":"Transmission Ultrasound to guide Minimally Invasive Thermal Therapy","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transmission (telecommunications); Ultrasound; Thermal; Medicine; Computer science; Radiology; Medical physics; Biomedical engineering; Telecommunications; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000620627,0.0006615609,0.0005633547,0.0006499289,0.0002754774,0.001138665,0.0006951076,0.001134071,0.01591155],"category_scores_gemma":[0.001366783,0.0005205495,0.0004330542,0.0006455653,0.0008771444,0.001192692,0.0009420706,0.00163462,0.004526353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004224952,"about_ca_system_score_gemma":0.0003536486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004297497,"about_ca_topic_score_gemma":0.0004414168,"domain_scores_codex":[0.9994062,0.0001182783,0.00001801297,0.00006119065,0.0003757494,0.00002061799],"domain_scores_gemma":[0.999553,0.0002221146,0.00004701657,0.00006569547,0.00008918927,0.00002285987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004070562,0.0001089247,0.0006737798,0.001377568,0.0001406002,0.000759628,0.0009487376,0.01461131,0.519712,0.1489168,0.028222,0.2841217],"study_design_scores_gemma":[0.0002404414,0.000912249,0.002682406,0.0006568336,0.0003341294,0.00620726,0.0004732064,0.176746,0.4546117,0.08870392,0.2681773,0.0002545222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01729901,0.0119189,0.9073621,0.001534252,0.001250976,0.0002489141,0.0001700922,0.001993191,0.05822251],"genre_scores_gemma":[0.3282616,0.01413299,0.5494353,0.001866013,0.001115914,0.0003772728,0.0003714278,0.001587167,0.1028524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01591155,"threshold_uncertainty_score":0.05322945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057874924691441,"score_gpt":0.2960075307827175,"score_spread":0.2754287815358031,"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."}}