{"id":"W4403760706","doi":"10.1016/s0167-8140(24)03590-4","title":"105 Image-Guided Radiotherapy for Prostate Stereotactic Treatment: The Halifax Experience","year":2024,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Prostate; Medicine; Stereotactic radiotherapy; Image-guided radiation therapy; Radiation therapy; Radiology; Medical physics; Radiosurgery; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008233485,0.0003882406,0.0002126763,0.0004033006,0.0005028881,0.000968273,0.0004976186,0.0004225633,0.004447845],"category_scores_gemma":[0.001245974,0.0001588259,0.000228804,0.0005205748,0.0006066088,0.0004609878,0.0007564026,0.000748724,0.0008121313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002920199,"about_ca_system_score_gemma":0.001836389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0207837,"about_ca_topic_score_gemma":0.03452136,"domain_scores_codex":[0.9997025,0.0000883359,0.00001201333,0.00003766486,0.00009720276,0.0000621491],"domain_scores_gemma":[0.9995479,0.000129031,0.0000425959,0.00002973932,0.00007757569,0.0001731652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00502597,0.00300746,0.208841,0.0004615693,0.0002690731,0.008257666,0.006469754,0.003115291,0.0160049,0.008336379,0.03421319,0.7059978],"study_design_scores_gemma":[0.001700369,0.009355097,0.5834618,0.000781765,0.0003585245,0.04256106,0.004761749,0.003377895,0.0162938,0.002218038,0.3349254,0.0002044922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8794259,0.01630098,0.002368649,0.006526406,0.0002070961,0.0001463132,0.001008615,0.00008546216,0.09393065],"genre_scores_gemma":[0.9592401,0.0140568,0.003526004,0.003612317,0.0001428874,0.00006530515,0.00125282,0.0001198273,0.01798389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9792163,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03427125340285104,"score_gpt":0.3679830939376029,"score_spread":0.3337118405347518,"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."}}