{"id":"W2791289058","doi":"10.1016/j.jmir.2018.02.053","title":"The Evaluation of Resource Requirement Associated With Adaptive Strategies for Bladder Cancer Radiotherapy","year":2018,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Stopwatch; Medicine; Radiation therapy; Adaptive strategies; Computer science; Surgery; Statistics; Mathematics","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":[0.001707227,0.0003625678,0.0004228516,0.0006337306,0.0003184082,0.0008819355,0.0008815906,0.0004844321,0.002974628],"category_scores_gemma":[0.01642489,0.0001769752,0.0003522189,0.0009558516,0.0003183618,0.001089449,0.0005219431,0.0003948339,0.0001981959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000992484,"about_ca_system_score_gemma":0.001466495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004104119,"about_ca_topic_score_gemma":0.003519975,"domain_scores_codex":[0.9988129,0.0005175989,0.00008404849,0.0001245947,0.0002841762,0.0001766435],"domain_scores_gemma":[0.9871714,0.009678607,0.0009136657,0.0005329199,0.001351829,0.0003517091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.007220493,0.001533329,0.09869049,0.0005578479,0.0003292408,0.0005337499,0.0003564803,0.5950004,0.03331836,0.006460269,0.001556169,0.2544432],"study_design_scores_gemma":[0.0001324663,0.004774451,0.1143095,0.00009337683,0.0003835331,0.0006233832,0.001386917,0.8466353,0.02246358,0.005958822,0.00315999,0.00007875358],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814093,0.0005585327,0.01374774,0.000271506,0.00002444787,0.00009955549,0.0002383029,0.00008783873,0.003562645],"genre_scores_gemma":[0.9952969,0.00009106308,0.004072525,0.00001853133,0.000004606877,0.00003267374,0.00009666896,0.00001905352,0.0003679697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004104119,"threshold_uncertainty_score":0.009951115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865425644974207,"score_gpt":0.3977329406885941,"score_spread":0.359078684238852,"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."}}