{"id":"W2579913000","doi":"10.1186/s13014-017-0771-6","title":"Intentional avoidance of the esophagus using intensity modulated radiation therapy to reduce dysphagia after palliative thoracic radiation","year":2017,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"Schulich School of Medicine and Dentistry; Ontario Institute for Cancer Research","keywords":"Medicine; Dysphagia; Esophagus; Radiation therapy; Palliative care; Radiology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004066028,0.000173451,0.0003659343,0.0001532101,0.0003354951,0.00003562581,0.0002033351,0.00016101,0.0001584832],"category_scores_gemma":[0.0005739515,0.0001316072,0.0001441094,0.0002138941,0.0001654432,0.0002236344,0.00007015814,0.0002498615,0.00003311844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282942,"about_ca_system_score_gemma":0.000572734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003240781,"about_ca_topic_score_gemma":0.00004464701,"domain_scores_codex":[0.9983742,0.0002179963,0.0003766587,0.0003410199,0.0004061203,0.0002840382],"domain_scores_gemma":[0.998239,0.00009172126,0.0004965173,0.0005523716,0.0004444991,0.0001758502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005712041,0.0005354583,0.7175399,0.00004782976,0.0004844898,0.00005505492,0.001436236,0.0009415953,0.005126082,0.0001682241,0.0005038421,0.2674492],"study_design_scores_gemma":[0.002581155,0.0006951534,0.9553437,0.00005012706,0.00006854683,0.00001638823,0.00002788211,0.005217469,0.0352349,0.0002679445,0.0004014194,0.00009532175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851236,0.007202595,0.0005551899,0.004914235,0.0006861034,0.001303976,0.00004326619,0.00002590083,0.0001451467],"genre_scores_gemma":[0.9974892,0.0004703168,0.0006035332,0.000692958,0.0002990563,0.00011972,0.00004432457,0.00002087784,0.0002600314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2673539,"threshold_uncertainty_score":0.5366786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0556902447294449,"score_gpt":0.4220530294980195,"score_spread":0.3663627847685746,"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."}}