{"id":"W2119141961","doi":"10.32920/ryerson.14639760.v1","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; Medical physics; Computer science; Medicine; Radiology; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005140203,0.000673057,0.00110625,0.0004272171,0.00008728824,0.00007818906,0.0004829287,0.0006928498,0.007596541],"category_scores_gemma":[0.0003343269,0.000503424,0.0006304965,0.0004122561,0.0001369684,0.00005239978,0.0001960354,0.001252253,0.00006316644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552782,"about_ca_system_score_gemma":0.001303355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002274272,"about_ca_topic_score_gemma":0.00001591459,"domain_scores_codex":[0.9964547,0.0001626005,0.0008286713,0.001023161,0.0009449652,0.0005858591],"domain_scores_gemma":[0.9968509,0.0003702279,0.0001649823,0.001408696,0.0005829509,0.0006222145],"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":[0.0009245118,0.0004502667,0.003862106,0.0004774926,0.0009605191,0.0008214903,0.008015467,0.00007108603,0.9230659,0.00003551907,0.01578391,0.04553171],"study_design_scores_gemma":[0.0081527,0.002713463,0.1101038,0.007401152,0.0008137099,0.0005986248,0.004948507,0.00003025438,0.7769546,0.0003596925,0.08589696,0.002026554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013026,0.003064921,0.001862808,0.004813537,0.0007366525,0.002014283,0.00001915436,0.0002913124,0.08589467],"genre_scores_gemma":[0.8742965,0.00529102,0.07175633,0.03254441,0.001971383,0.0003824071,0.0008656944,0.0003042922,0.01258796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461113,"threshold_uncertainty_score":0.9997417,"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."}}