{"id":"W2177749255","doi":"10.1016/j.prro.2015.11.014","title":"Appropriate customization of radiation therapy for stage II and III rectal cancer: Executive summary of an ASTRO Clinical Practice Statement using the RAND/UCLA Appropriateness Method","year":2015,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Brachytherapy; Radiation therapy; Abdominoperineal resection; Colorectal cancer; External beam radiotherapy; Neoadjuvant therapy; Medical physics; Cancer; Surgery; Internal medicine; Breast cancer","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":[0.09620091,0.001131039,0.001757651,0.004423535,0.001962878,0.005003367,0.005067491,0.008393032,0.004071423],"category_scores_gemma":[0.1522193,0.001456185,0.003002838,0.00477483,0.00211673,0.001707131,0.003481434,0.007602332,0.002713131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004705488,"about_ca_system_score_gemma":0.03686593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0206145,"about_ca_topic_score_gemma":0.04369089,"domain_scores_codex":[0.8849146,0.04934713,0.02009518,0.00309959,0.03924368,0.003299797],"domain_scores_gemma":[0.7513754,0.09342313,0.04610761,0.01383328,0.08343926,0.01182131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006561184,0.0006580246,0.0625663,0.00284941,0.0004850156,0.000538328,0.001628812,0.009921038,0.004177608,0.02470103,0.5685968,0.3232215],"study_design_scores_gemma":[0.0004233856,0.001405943,0.1586486,0.007067105,0.0006886549,0.001623974,0.001306639,0.00788708,0.005610436,0.01051409,0.8044289,0.0003952181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03937708,0.05620674,0.101857,0.5137075,0.01016198,0.01013249,0.01748838,0.002511815,0.248557],"genre_scores_gemma":[0.2778852,0.03641541,0.394001,0.2248417,0.01106653,0.009744184,0.01193098,0.00156875,0.03254623],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09620091,"threshold_uncertainty_score":0.5087651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366551141153302,"score_gpt":0.5149212082260982,"score_spread":0.3782660941107681,"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."}}