{"id":"W4230358652","doi":"10.5489/cuaj.138","title":"Focal magnetic resonance guided focused ultrasound for prostate cancer: Initial North American experience","year":2012,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Prostate cancer; Magnetic resonance imaging; Ablation; Prostate; Radiation therapy; Ultrasound; Radiology; Cancer; Radiation treatment planning; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003152144,0.0001940488,0.0003642137,0.0001037834,0.0003366432,0.00007803534,0.0001066695,0.000091911,0.0002555053],"category_scores_gemma":[0.0007043197,0.0001558137,0.0001484018,0.0003012945,0.00009773022,0.0001622363,0.00001011405,0.0003100205,0.00001691846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002206604,"about_ca_system_score_gemma":0.0006481639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003248742,"about_ca_topic_score_gemma":0.005101653,"domain_scores_codex":[0.9979581,0.00009247081,0.0003996791,0.0002330456,0.0003307263,0.0009860054],"domain_scores_gemma":[0.9977692,0.0002504484,0.0002902634,0.0001214727,0.0003263193,0.001242289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001182593,0.00008812208,0.9186777,0.000004025412,0.00004146134,0.00002433012,0.0006094886,0.000005987993,0.00001888179,0.0000324477,0.01166829,0.06871099],"study_design_scores_gemma":[0.001479494,0.0009273593,0.7995702,0.00001248371,0.00008376958,0.00008893725,0.00007616059,0.00002127194,0.0001024013,0.00004981669,0.1974397,0.000148409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832702,0.003580249,0.00003172076,0.01135432,0.0005067724,0.0006524121,0.00030256,0.00002830669,0.0002734492],"genre_scores_gemma":[0.9902088,0.001120909,0.0005902096,0.006336638,0.001029352,0.0004128476,0.00004333844,0.00002194453,0.0002359501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1857714,"threshold_uncertainty_score":0.6353899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431127206226991,"score_gpt":0.2886906618847793,"score_spread":0.2643793898225094,"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."}}