{"id":"W4391251961","doi":"10.3390/cancers16030539","title":"Optimizing Clinical Implementation of Hypofractionation: Comprehensive Evidence Synthesis and Practical Guidelines for Low- and Middle-Income Settings","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; Kingston General Hospital; Queen's University; McMaster University; London Health Sciences Centre","funders":"","keywords":"Medicine; Economic shortage; Quality assurance; Medical physics; Guideline; Low and middle income countries; Radiation therapy; Prostate cancer; Intensive care medicine; Cancer; Developing country; Surgery; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04614706,0.002370124,0.006277384,0.005894247,0.001393117,0.005844614,0.0053948,0.004938913,0.01175179],"category_scores_gemma":[0.1334238,0.001364048,0.008653095,0.005156022,0.00140068,0.005008328,0.003580947,0.004918075,0.002533178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006974672,"about_ca_system_score_gemma":0.03750737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150608,"about_ca_topic_score_gemma":0.03735532,"domain_scores_codex":[0.9738617,0.01340287,0.007796645,0.001020869,0.003383735,0.0005342408],"domain_scores_gemma":[0.9094095,0.05664058,0.01214333,0.002291861,0.01802178,0.001492937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004165646,0.0001902364,0.001208626,0.3155192,0.002886098,0.0001818285,0.0006582325,0.001448999,0.0003658047,0.004302131,0.06551994,0.6073024],"study_design_scores_gemma":[0.0005568856,0.0001935445,0.001969165,0.8189223,0.006246005,0.0001610095,0.0005440539,0.0007605022,0.0003832543,0.006551462,0.1636195,0.00009231972],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007314738,0.9454974,0.006713783,0.03490959,0.001985919,0.004841606,0.001366642,0.0001892688,0.003764299],"genre_scores_gemma":[0.01589246,0.8899133,0.06485488,0.01642822,0.001167185,0.008795957,0.00155056,0.0001012662,0.001296051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04614706,"threshold_uncertainty_score":0.2440519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.115041422208035,"score_gpt":0.4745381995972734,"score_spread":0.3594967773892385,"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."}}