{"id":"W4366496603","doi":"10.1016/j.jmir.2023.03.003","title":"Therapist-recorded prospective patient assessment during external beam radiotherapy for prostate cancer from 2001 to 2017","year":2023,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Prostate cancer; External beam radiotherapy; Radiation therapy; Medicine; Medical physics; Beam (structure); Prospective cohort study; Cancer; Radiology; Internal medicine; Optics; Physics","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":[0.0004368178,0.0001831668,0.0002670715,0.0009276872,0.000575872,0.0005517025,0.0003658243,0.0006141991,0.001960645],"category_scores_gemma":[0.004011894,0.0002211739,0.0002286278,0.000715944,0.0002624564,0.0004131182,0.0009136613,0.0006725056,0.001027828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007233139,"about_ca_system_score_gemma":0.0006659359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01298223,"about_ca_topic_score_gemma":0.03371771,"domain_scores_codex":[0.9996732,0.00006718635,0.0000586179,0.0000762952,0.00006209077,0.00006254207],"domain_scores_gemma":[0.9981008,0.0003161448,0.000672112,0.0001151632,0.0004592554,0.0003365286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008118192,0.0002112288,0.9784644,0.00007863771,0.00003821007,0.001573627,0.002849059,0.0002804851,0.0009533347,0.00004090876,0.00179277,0.01290542],"study_design_scores_gemma":[0.0000144342,0.0003024441,0.9929904,0.00002946778,0.00001825694,0.00136183,0.001382694,0.0001926857,0.000480881,0.00002549602,0.003173315,0.00002799706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925694,0.0003054606,0.0003500674,0.0001209996,0.00002723245,0.00006846021,0.00323031,0.000039274,0.003288775],"genre_scores_gemma":[0.9950067,0.000297921,0.0004006914,0.00006249173,0.00001440046,0.00004332509,0.002058823,0.0000135912,0.002102142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01298223,"threshold_uncertainty_score":0.02581334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231567209487695,"score_gpt":0.3705399330993679,"score_spread":0.358224261004491,"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."}}