{"id":"W2336083068","doi":"10.1016/j.ejmp.2016.03.020","title":"The role of medical physics in prostate cancer radiation therapy","year":2016,"lang":"en","type":"article","venue":"Physica Medica","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Prostate cancer; Medical physics; Quality (philosophy); Medicine; Radiation therapy; Service (business); Engineering ethics; Medical education; Cancer; Engineering; Business; Surgery; Physics; Internal medicine","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":[0.0002054115,0.0001160212,0.0001769942,0.00001863701,0.00005438466,0.000007244003,0.0003134909,0.00002696029,0.0001958276],"category_scores_gemma":[0.00001177545,0.00005998464,0.0000633092,0.0001581975,0.0002110433,0.0001160231,0.00002788034,0.0001260569,0.00000265249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003394761,"about_ca_system_score_gemma":0.0001443954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002250088,"about_ca_topic_score_gemma":0.000004383611,"domain_scores_codex":[0.9988462,0.00005892711,0.0002151638,0.0001653208,0.0004853787,0.0002289807],"domain_scores_gemma":[0.9992865,0.0002177218,0.0001494739,0.0002438707,0.00003585687,0.00006657402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002518922,0.00009268308,0.01910021,0.0000015558,0.0000384994,2.133237e-7,0.0003710047,0.000001444086,0.009648077,0.01856574,0.0004329041,0.9517225],"study_design_scores_gemma":[0.00307194,0.0001421027,0.005970356,0.0002712706,0.00001108703,2.849007e-7,0.0001643178,0.001178924,0.4334165,0.1659496,0.3894501,0.0003734758],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.777575,0.01841355,0.1272916,0.05660389,0.001098321,0.003683441,0.0002777564,0.0005325068,0.01452385],"genre_scores_gemma":[0.9956003,0.003265315,0.0001463578,0.00005879279,0.0005867063,0.0002293941,0.000003238095,0.00002224832,0.00008759771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.951349,"threshold_uncertainty_score":0.2446103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008536219634761592,"score_gpt":0.3039868402560997,"score_spread":0.2954506206213381,"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."}}