{"id":"W4200366280","doi":"10.1016/j.clon.2021.12.006","title":"Ultrahypofractionated Radiotherapy for Localised Prostate Cancer: How Far Can We Go?","year":2021,"lang":"en","type":"review","venue":"Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Ottawa Hospital","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Radiation therapy; Prostate; Cancer; Medical physics; Radiology; Oncology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006073824,0.0006125915,0.005824605,0.0001247772,0.00009925297,0.0000364671,0.0001915448,0.001270885,0.0002655986],"category_scores_gemma":[0.0006244438,0.000442105,0.001842809,0.000353039,0.0003097656,0.00003153184,0.00004122405,0.0009693442,0.00001692704],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002379321,"about_ca_system_score_gemma":0.007579487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008527662,"about_ca_topic_score_gemma":0.0001788483,"domain_scores_codex":[0.9959725,0.000544531,0.001527649,0.001134852,0.0002185211,0.0006019647],"domain_scores_gemma":[0.9937692,0.003616458,0.001071317,0.0006050839,0.0004140142,0.0005239273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002245145,0.001254832,0.0001894075,0.005045975,0.002915954,0.0003371797,0.00003012409,7.924439e-7,3.851126e-7,0.00006135129,0.04111556,0.9488239],"study_design_scores_gemma":[0.006101177,0.003938203,0.00005281121,0.007288121,0.004535926,0.0001202267,0.00002410149,0.0000101078,0.000003804356,0.00002605385,0.977518,0.0003815229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001165766,0.9657304,0.00004080716,0.02511506,0.003071352,0.004806915,0.000980107,0.00008800527,0.0001556539],"genre_scores_gemma":[0.000005449969,0.981251,0.001142547,0.002875358,0.002007081,0.005886388,0.001878666,0.0001473566,0.004806128],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9484424,"threshold_uncertainty_score":0.9998031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875353624540562,"score_gpt":0.5102215540258784,"score_spread":0.3226861915718222,"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."}}