{"id":"W4307186301","doi":"10.32920/21290961","title":"Quantitative Ultrasound Spectroscopic Imaging for Characterization of Disease Extent in Prostate Cancer Patients","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Dental Implant Techniques and Outcomes","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Terry Fox Foundation; Cancer Care Ontario","keywords":"Prostate cancer; Histopathology; Medicine; Ultrasound; Prostatectomy; Prostate; Nuclear medicine; Cancer; Pathology; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009885111,0.0001845666,0.0002498461,0.001122374,0.0001787278,0.0003411574,0.0002019206,0.0003943987,0.004276826],"category_scores_gemma":[0.001054447,0.0002297946,0.0002699451,0.0003739017,0.0002483691,0.0003534725,0.0002957216,0.0003173351,0.0005714472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003209466,"about_ca_system_score_gemma":0.0002848431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440356,"about_ca_topic_score_gemma":0.002922249,"domain_scores_codex":[0.9997687,0.00007014508,0.0000181037,0.00003551293,0.00008602242,0.00002147018],"domain_scores_gemma":[0.9995323,0.0001646652,0.00006815358,0.00004238829,0.0001143122,0.00007815337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007372003,0.000526216,0.6288952,0.0003902339,0.0001765629,0.0008138209,0.0004676318,0.002254516,0.2540215,0.0007598677,0.002667524,0.1016548],"study_design_scores_gemma":[0.00009971706,0.002579725,0.9364999,0.00004369756,0.0001758645,0.002964659,0.0003660317,0.00634318,0.04685818,0.0002121703,0.003805074,0.00005167839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844003,0.002614455,0.00588193,0.0002199004,0.00002449375,0.0001323572,0.0008785673,0.000182025,0.005665929],"genre_scores_gemma":[0.9943869,0.0002818817,0.003395703,0.00006960281,0.00001336775,0.00004857498,0.0003387489,0.00001681125,0.001448331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004276826,"threshold_uncertainty_score":0.01430738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175147485416312,"score_gpt":0.3449861764955144,"score_spread":0.3232347016413513,"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."}}