{"id":"W3005012705","doi":"10.1016/j.radi.2020.01.005","title":"Challenges and impact of patient obesity in radiation therapy practice","year":2020,"lang":"en","type":"article","venue":"Radiography","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Radiation Therapist; Focus group; Workflow; Perception; Clinical Practice; Medical education; Radiation therapy; Family medicine; Psychology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006982114,0.000108347,0.0002774642,0.0002152736,0.0001632466,0.000003769993,0.00007075383,0.00014495,0.00008917577],"category_scores_gemma":[0.0003478681,0.00009186333,0.00008750463,0.0004067944,0.00003867553,0.0004525091,0.00002708541,0.0004776832,0.00002048415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003525975,"about_ca_system_score_gemma":0.0001232549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008681151,"about_ca_topic_score_gemma":0.0001254851,"domain_scores_codex":[0.9979401,0.001022744,0.0003960182,0.0002144531,0.0001645458,0.0002620872],"domain_scores_gemma":[0.9979705,0.001212892,0.0004269409,0.0001407349,0.00008138505,0.0001675785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009096409,0.0004758867,0.7917393,0.0006870241,0.0001238868,0.000008531763,0.08361191,0.00001360789,0.00009661118,0.001496247,0.001738668,0.1190987],"study_design_scores_gemma":[0.001111331,0.000884071,0.9637972,0.00007586803,0.00001404448,0.000001049017,0.004826135,0.00006498953,0.00001258267,0.0002354037,0.02887991,0.00009740947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419799,0.0425068,0.000006887491,0.008853796,0.00009597733,0.0007068184,0.000008378331,0.00003594982,0.005805507],"genre_scores_gemma":[0.8837717,0.1143112,0.0002627984,0.001516736,0.00009818226,0.0000248572,0.000003476855,0.000009462373,0.000001611051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1720579,"threshold_uncertainty_score":0.3746078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08256355990161954,"score_gpt":0.4352398672117874,"score_spread":0.3526763073101679,"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."}}